Breaking an LSTM Model

library(readr)
library(dplyr)
library(keras)
library(tidyr)

oil <- read_csv('C:\\Users\\Christopher\\Desktop\\Data\\oil_prices.csv')

head(oil)

oil <- oil %>%
  rename(price = DCOILBRENTEU) %>%
  mutate(price = as.numeric(price)) %>%
  mutate(change64_days = lag(price, 64) ) %>%
  mutate (id = (1 - 64):( nrow(oil) - 64) ) %>%
  drop_na() %>%
  mutate (change64_days = price - change64_days )
summary(oil)

timesteps = 32
batch_size = 64
epochs = 120

past <- NULL
future <- NULL
temp <- oil[32:NROW(oil), 'price']
# indexing to avoid NAs in past data; could do same for future, but that would eliminate data for real predictions
for (i in 1:timesteps){
  past <- c(past,unlist(lag( oil$price, i)))
  future <- c(future,unlist(lead( oil$price, i-1)))
}
past <-   array( data =   past, dim = c(NROW(oil), 32, 1) )
future <- array( data = future, dim = c(NROW(oil), 32, 1) )

#past <- aperm(past, c(2,1,3) )
#future <- aperm(future, c(2,1,3) )

clip = timesteps + 1 + ((dim(future)[1] - timesteps) %% batch_size)

#future <- future[,clip:dim(future)[2],1]
#past <- past[,clip:dim(past)[2],1]
future <- future[clip:dim(future)[1],,1]
past   <- past  [clip:dim(  past)[1],,1]

# prevent accidental rerunning when playing with code
if ( max(past) >1 || min(past) < 0 ){
  future <- ( future - min ( oil$price ) ) / ( max( oil$price - min ( oil$price ) ) )
  past <- ( past - min ( oil$price ) ) / (max( oil$price - min( oil$price ) ) )
}
future <- array(future,c(dim(future)[1], dim(future)[2], 1))
past <- array(past,c(dim(past)[1], dim(past)[2], 1))

# prevent accidental rerunning when playing with code
if ( max(past) >1 || min(past) < 0 ){
  future <- ( future - min ( oil$price ) ) / ( max( oil$price - min ( oil$price ) ) )
  past <- ( past - min ( oil$price ) ) / (max( oil$price - min( oil$price ) ) )
}
future <- array(future,c(dim(future)[1], dim(future)[2], 1))
past <- array(past,c(dim(past)[1], dim(past)[2], 1))

train_share <- 0.90
batches <- dim(future)[1] / batch_size
train_batches <- as.integer((batches - 1) * 0.9)
test_batches <- batches - 1 - train_batches
train_end <- train_batches * batch_size
test_start <- train_end + 1
test_end <- train_end + test_batches * batch_size
future_start <- test_end +1
future_end <- dim(future)[2]

model <- keras_model_sequential() %>%
  layer_lstm(10, batch_input_shape = c(64,32,1),stateful = TRUE, return_sequences = TRUE) %>%
  layer_dropout(0.2) %>%
  layer_lstm(10, batch_input_shape = c(64,32,1),stateful = TRUE, return_sequences = TRUE) %>%
  layer_dropout(0.2) %>%
  layer_dense(1)
summary(model)

Model: "sequential_5"
__________________________________________________________________________________________________________________
Layer (type)                                       Output Shape                                 Param #           
==================================================================================================================
lstm_10 (LSTM)                                     (64, 32, 10)                                 480               
__________________________________________________________________________________________________________________
dropout (Dropout)                                  (64, 32, 10)                                 0                 
__________________________________________________________________________________________________________________
lstm_11 (LSTM)                                     (64, 32, 10)                                 840               
__________________________________________________________________________________________________________________
dropout_1 (Dropout)                                (64, 32, 10)                                 0                 
__________________________________________________________________________________________________________________
dense_5 (Dense)                                    (64, 32, 1)                                  11                
==================================================================================================================
Total params: 1,331
Trainable params: 1,331
Non-trainable params: 0
__________________________________________________________________________________________________________________

train_X <- past[1:train_end,,]
train_X <- array(train_X,c(dim(train_X)[1], dim(train_X)[2], 1))

train_y <- future[1:train_end,,]
train_y <- array(train_y,c(dim(train_y)[1], dim(train_y)[2], 1))
model %>% 
  compile(
    loss = 'mse',
    optimizer = 'adam'
) %>%
  fit(
    epochs = epochs,
    batch_size = batch_size,
    x = train_X,
    y = train_y,
    validation_split = (11 / 111)
#    validation_data = c(test_X, test_y)
  )

Train on 6400 samples, validate on 704 samples
Epoch 1/120

  64/6400 [..............................] - ETA: 5:40 - loss: 0.0889
 128/6400 [..............................] - ETA: 2:50 - loss: 0.1143
 192/6400 [..............................] - ETA: 1:54 - loss: 0.1210
 320/6400 [>.............................] - ETA: 1:09 - loss: 0.1071
 448/6400 [=>............................] - ETA: 49s - loss: 0.1010 
 576/6400 [=>............................] - ETA: 38s - loss: 0.1004
 704/6400 [==>...........................] - ETA: 31s - loss: 0.0965
 832/6400 [==>...........................] - ETA: 26s - loss: 0.0905
 960/6400 [===>..........................] - ETA: 23s - loss: 0.0882
1088/6400 [====>.........................] - ETA: 20s - loss: 0.0836
1216/6400 [====>.........................] - ETA: 18s - loss: 0.0803
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1920/6400 [========>.....................] - ETA: 11s - loss: 0.0670
2048/6400 [========>.....................] - ETA: 10s - loss: 0.0652
2176/6400 [=========>....................] - ETA: 9s - loss: 0.0635 
2304/6400 [=========>....................] - ETA: 9s - loss: 0.0624
2432/6400 [==========>...................] - ETA: 8s - loss: 0.0610
2560/6400 [===========>..................] - ETA: 7s - loss: 0.0596
2688/6400 [===========>..................] - ETA: 7s - loss: 0.0582
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6144/6400 [===========================>..] - ETA: 0s - loss: 0.0408
6272/6400 [============================>.] - ETA: 0s - loss: 0.0404
6400/6400 [==============================] - 9s 1ms/sample - loss: 0.0400 - val_loss: 0.0103
Epoch 2/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0157
 192/6400 [..............................] - ETA: 4s - loss: 0.0192
 320/6400 [>.............................] - ETA: 4s - loss: 0.0199
 448/6400 [=>............................] - ETA: 4s - loss: 0.0222
 512/6400 [=>............................] - ETA: 4s - loss: 0.0220
 576/6400 [=>............................] - ETA: 4s - loss: 0.0227
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0233
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0236
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0231
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0228
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1216/6400 [====>.........................] - ETA: 3s - loss: 0.0232
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5056/6400 [======================>.......] - ETA: 1s - loss: 0.0211
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0211
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0210
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5952/6400 [==========================>...] - ETA: 0s - loss: 0.0210
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0211
6208/6400 [============================>.] - ETA: 0s - loss: 0.0210
6336/6400 [============================>.] - ETA: 0s - loss: 0.0210
6400/6400 [==============================] - 5s 766us/sample - loss: 0.0209 - val_loss: 0.0080
Epoch 3/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0091
 192/6400 [..............................] - ETA: 4s - loss: 0.0148
 256/6400 [>.............................] - ETA: 4s - loss: 0.0145
 320/6400 [>.............................] - ETA: 4s - loss: 0.0150
 384/6400 [>.............................] - ETA: 4s - loss: 0.0156
 448/6400 [=>............................] - ETA: 4s - loss: 0.0171
 512/6400 [=>............................] - ETA: 4s - loss: 0.0176
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0177
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0184
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0183
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0185
1088/6400 [====>.........................] - ETA: 4s - loss: 0.0184
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0186
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0185
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0184
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0184
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0184
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0183
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0182
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0183
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0182
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0182
2432/6400 [==========>...................] - ETA: 3s - loss: 0.0181
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5952/6400 [==========================>...] - ETA: 0s - loss: 0.0171
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0171
6208/6400 [============================>.] - ETA: 0s - loss: 0.0171
6336/6400 [============================>.] - ETA: 0s - loss: 0.0171
6400/6400 [==============================] - 5s 766us/sample - loss: 0.0171 - val_loss: 0.0077
Epoch 4/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0080
 192/6400 [..............................] - ETA: 4s - loss: 0.0146
 320/6400 [>.............................] - ETA: 4s - loss: 0.0161
 448/6400 [=>............................] - ETA: 4s - loss: 0.0154
 512/6400 [=>............................] - ETA: 4s - loss: 0.0154
 576/6400 [=>............................] - ETA: 4s - loss: 0.0159
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0158
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0160
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0163
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0164
1088/6400 [====>.........................] - ETA: 4s - loss: 0.0166
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0162
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6080/6400 [===========================>..] - ETA: 0s - loss: 0.0151
6208/6400 [============================>.] - ETA: 0s - loss: 0.0150
6336/6400 [============================>.] - ETA: 0s - loss: 0.0150
6400/6400 [==============================] - 5s 766us/sample - loss: 0.0150 - val_loss: 0.0072
Epoch 5/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0068
 192/6400 [..............................] - ETA: 4s - loss: 0.0117
 320/6400 [>.............................] - ETA: 4s - loss: 0.0134
 448/6400 [=>............................] - ETA: 4s - loss: 0.0131
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 704/6400 [==>...........................] - ETA: 4s - loss: 0.0128
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4096/6400 [==================>...........] - ETA: 1s - loss: 0.0132
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0131
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0131
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0132
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0132
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0132
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0133
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0134
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0134
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0134
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0134
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0133
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0133
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0133
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0133
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0133
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0132
6208/6400 [============================>.] - ETA: 0s - loss: 0.0132
6336/6400 [============================>.] - ETA: 0s - loss: 0.0132
6400/6400 [==============================] - 5s 756us/sample - loss: 0.0132 - val_loss: 0.0072
Epoch 6/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0094
 192/6400 [..............................] - ETA: 4s - loss: 0.0114
 256/6400 [>.............................] - ETA: 4s - loss: 0.0116
 320/6400 [>.............................] - ETA: 4s - loss: 0.0113
 384/6400 [>.............................] - ETA: 4s - loss: 0.0114
 512/6400 [=>............................] - ETA: 4s - loss: 0.0117
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0120
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0124
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0128
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0129
1088/6400 [====>.........................] - ETA: 4s - loss: 0.0130
1152/6400 [====>.........................] - ETA: 4s - loss: 0.0131
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0133
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0133
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0134
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0132
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0130
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0130
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0130
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0130
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0129
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0128
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0127
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0127
2816/6400 [============>.................] - ETA: 2s - loss: 0.0127
2944/6400 [============>.................] - ETA: 2s - loss: 0.0127
3072/6400 [=============>................] - ETA: 2s - loss: 0.0127
3136/6400 [=============>................] - ETA: 2s - loss: 0.0127
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0127
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0126
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0125
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0125
3648/6400 [================>.............] - ETA: 2s - loss: 0.0125
3776/6400 [================>.............] - ETA: 1s - loss: 0.0125
3904/6400 [=================>............] - ETA: 1s - loss: 0.0125
3968/6400 [=================>............] - ETA: 1s - loss: 0.0125
4032/6400 [=================>............] - ETA: 1s - loss: 0.0124
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0124
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0124
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0124
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0123
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0123
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0123
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0123
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0122
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0123
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0123
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0123
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0123
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0123
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0123
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0122
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0122
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0121
6272/6400 [============================>.] - ETA: 0s - loss: 0.0121
6400/6400 [==============================] - 5s 758us/sample - loss: 0.0120 - val_loss: 0.0070
Epoch 7/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0062
 128/6400 [..............................] - ETA: 4s - loss: 0.0078
 192/6400 [..............................] - ETA: 4s - loss: 0.0087
 256/6400 [>.............................] - ETA: 4s - loss: 0.0090
 384/6400 [>.............................] - ETA: 4s - loss: 0.0094
 512/6400 [=>............................] - ETA: 4s - loss: 0.0100
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0103
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0104
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0105
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0105
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0108
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0110
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0110
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0110
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0111
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0111
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0112
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0112
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0113
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0114
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0113
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0113
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0112
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0111
2816/6400 [============>.................] - ETA: 2s - loss: 0.0111
2944/6400 [============>.................] - ETA: 2s - loss: 0.0110
3072/6400 [=============>................] - ETA: 2s - loss: 0.0109
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0109
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0110
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0111
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0111
3712/6400 [================>.............] - ETA: 1s - loss: 0.0111
3840/6400 [=================>............] - ETA: 1s - loss: 0.0111
3968/6400 [=================>............] - ETA: 1s - loss: 0.0111
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0111
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0111
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0111
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0110
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0110
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0110
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0110
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0110
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0110
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0109
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0110
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0110
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0109
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0109
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0110
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0110
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0110
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0110
6272/6400 [============================>.] - ETA: 0s - loss: 0.0110
6400/6400 [==============================] - 5s 747us/sample - loss: 0.0110 - val_loss: 0.0063
Epoch 8/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0069
 128/6400 [..............................] - ETA: 4s - loss: 0.0086
 256/6400 [>.............................] - ETA: 4s - loss: 0.0082
 384/6400 [>.............................] - ETA: 4s - loss: 0.0092
 512/6400 [=>............................] - ETA: 4s - loss: 0.0099
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0098
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0096
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0094
1024/6400 [===>..........................] - ETA: 3s - loss: 0.0094
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0098
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0098
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0098
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0098
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0100
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0101
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0101
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0101
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0101
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0102
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0102
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0102
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0102
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0102
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0101
2880/6400 [============>.................] - ETA: 2s - loss: 0.0100
3008/6400 [=============>................] - ETA: 2s - loss: 0.0100
3136/6400 [=============>................] - ETA: 2s - loss: 0.0100
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0100
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0100
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0100
3648/6400 [================>.............] - ETA: 2s - loss: 0.0100
3776/6400 [================>.............] - ETA: 1s - loss: 0.0100
3904/6400 [=================>............] - ETA: 1s - loss: 0.0100
4032/6400 [=================>............] - ETA: 1s - loss: 0.0100
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0100
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0101
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0100
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0100
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0100
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0101
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0100
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0100
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0100
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0100
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0100
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0099
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0099
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0100
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0099
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0100
6208/6400 [============================>.] - ETA: 0s - loss: 0.0100
6272/6400 [============================>.] - ETA: 0s - loss: 0.0100
6336/6400 [============================>.] - ETA: 0s - loss: 0.0100
6400/6400 [==============================] - 5s 750us/sample - loss: 0.0100 - val_loss: 0.0063
Epoch 9/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0061
 128/6400 [..............................] - ETA: 4s - loss: 0.0074
 256/6400 [>.............................] - ETA: 4s - loss: 0.0085
 384/6400 [>.............................] - ETA: 4s - loss: 0.0085
 512/6400 [=>............................] - ETA: 4s - loss: 0.0087
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0090
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0090
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0093
1024/6400 [===>..........................] - ETA: 3s - loss: 0.0094
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0095
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0093
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0092
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0093
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0094
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0095
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0095
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0095
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0096
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0096
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0096
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0097
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0097
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0096
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0096
2816/6400 [============>.................] - ETA: 2s - loss: 0.0096
2944/6400 [============>.................] - ETA: 2s - loss: 0.0096
3072/6400 [=============>................] - ETA: 2s - loss: 0.0095
3136/6400 [=============>................] - ETA: 2s - loss: 0.0095
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0095
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0094
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0093
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0094
3648/6400 [================>.............] - ETA: 2s - loss: 0.0093
3712/6400 [================>.............] - ETA: 2s - loss: 0.0093
3840/6400 [=================>............] - ETA: 1s - loss: 0.0093
3968/6400 [=================>............] - ETA: 1s - loss: 0.0093
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0093
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0093
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0093
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0093
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0093
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0092
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0092
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0092
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0092
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0092
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0092
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0092
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0092
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0092
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0092
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0092
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0092
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0092
6272/6400 [============================>.] - ETA: 0s - loss: 0.0092
6400/6400 [==============================] - 5s 766us/sample - loss: 0.0092 - val_loss: 0.0059
Epoch 10/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0056
 192/6400 [..............................] - ETA: 4s - loss: 0.0065
 320/6400 [>.............................] - ETA: 4s - loss: 0.0088
 448/6400 [=>............................] - ETA: 4s - loss: 0.0091
 576/6400 [=>............................] - ETA: 4s - loss: 0.0090
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0088
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0086
 960/6400 [===>..........................] - ETA: 3s - loss: 0.0086
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0086
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0087
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0087
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0087
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0086
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0085
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0087
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0086
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0086
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0086
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0087
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0087
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0087
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0087
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0087
2880/6400 [============>.................] - ETA: 2s - loss: 0.0087
3008/6400 [=============>................] - ETA: 2s - loss: 0.0088
3136/6400 [=============>................] - ETA: 2s - loss: 0.0088
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0089
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0088
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0088
3648/6400 [================>.............] - ETA: 2s - loss: 0.0088
3776/6400 [================>.............] - ETA: 1s - loss: 0.0089
3904/6400 [=================>............] - ETA: 1s - loss: 0.0089
4032/6400 [=================>............] - ETA: 1s - loss: 0.0089
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0089
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0089
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0089
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0089
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0089
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0088
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0088
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0088
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0088
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0088
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0088
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0088
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0088
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0088
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0088
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0088
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0088
6208/6400 [============================>.] - ETA: 0s - loss: 0.0087
6336/6400 [============================>.] - ETA: 0s - loss: 0.0087
6400/6400 [==============================] - 5s 750us/sample - loss: 0.0087 - val_loss: 0.0065
Epoch 11/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0057
 192/6400 [..............................] - ETA: 4s - loss: 0.0082
 320/6400 [>.............................] - ETA: 4s - loss: 0.0085
 448/6400 [=>............................] - ETA: 4s - loss: 0.0086
 512/6400 [=>............................] - ETA: 4s - loss: 0.0082
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0082
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0085
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0087
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0090
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0087
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0086
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0087
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0087
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0086
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0086
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0086
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0086
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0086
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0086
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0086
2368/6400 [==========>...................] - ETA: 3s - loss: 0.0088
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0088
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0087
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0086
2880/6400 [============>.................] - ETA: 2s - loss: 0.0085
3008/6400 [=============>................] - ETA: 2s - loss: 0.0085
3136/6400 [=============>................] - ETA: 2s - loss: 0.0084
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0084
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0084
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0083
3648/6400 [================>.............] - ETA: 2s - loss: 0.0083
3776/6400 [================>.............] - ETA: 1s - loss: 0.0083
3904/6400 [=================>............] - ETA: 1s - loss: 0.0083
4032/6400 [=================>............] - ETA: 1s - loss: 0.0083
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0083
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0082
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0082
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0082
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0082
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0081
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0081
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0081
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0081
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0081
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0081
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0082
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0082
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0082
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0082
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0082
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0082
6208/6400 [============================>.] - ETA: 0s - loss: 0.0082
6336/6400 [============================>.] - ETA: 0s - loss: 0.0082
6400/6400 [==============================] - 5s 752us/sample - loss: 0.0082 - val_loss: 0.0067
Epoch 12/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0082
 192/6400 [..............................] - ETA: 4s - loss: 0.0085
 320/6400 [>.............................] - ETA: 4s - loss: 0.0085
 448/6400 [=>............................] - ETA: 4s - loss: 0.0085
 576/6400 [=>............................] - ETA: 4s - loss: 0.0084
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0086
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0085
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0084
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0085
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0084
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0083
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0081
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0080
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0080
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0080
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0080
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0079
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0078
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0079
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0077
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0078
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0078
2816/6400 [============>.................] - ETA: 2s - loss: 0.0077
2944/6400 [============>.................] - ETA: 2s - loss: 0.0078
3072/6400 [=============>................] - ETA: 2s - loss: 0.0078
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0078
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0078
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0077
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0078
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0079
3648/6400 [================>.............] - ETA: 2s - loss: 0.0079
3776/6400 [================>.............] - ETA: 1s - loss: 0.0079
3904/6400 [=================>............] - ETA: 1s - loss: 0.0079
4032/6400 [=================>............] - ETA: 1s - loss: 0.0080
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0080
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0080
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0080
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0080
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0079
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0079
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0079
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0079
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0079
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0079
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0078
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0078
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0078
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0079
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0079
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0078
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0078
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0078
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0078
6208/6400 [============================>.] - ETA: 0s - loss: 0.0078
6336/6400 [============================>.] - ETA: 0s - loss: 0.0078
6400/6400 [==============================] - 5s 758us/sample - loss: 0.0078 - val_loss: 0.0060
Epoch 13/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0052
 192/6400 [..............................] - ETA: 4s - loss: 0.0074
 320/6400 [>.............................] - ETA: 4s - loss: 0.0073
 448/6400 [=>............................] - ETA: 4s - loss: 0.0074
 512/6400 [=>............................] - ETA: 4s - loss: 0.0073
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0073
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0073
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0074
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0075
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0076
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0076
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0075
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0074
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0074
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0073
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0072
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0071
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0071
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0071
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0071
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0072
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0072
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0072
2880/6400 [============>.................] - ETA: 2s - loss: 0.0072
3008/6400 [=============>................] - ETA: 2s - loss: 0.0072
3136/6400 [=============>................] - ETA: 2s - loss: 0.0073
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0072
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0072
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0071
3648/6400 [================>.............] - ETA: 2s - loss: 0.0071
3776/6400 [================>.............] - ETA: 1s - loss: 0.0072
3904/6400 [=================>............] - ETA: 1s - loss: 0.0072
4032/6400 [=================>............] - ETA: 1s - loss: 0.0072
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0072
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0072
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0072
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0073
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0073
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0073
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0073
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0073
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0073
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0073
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0073
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0073
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0073
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0073
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0073
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0073
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0073
6208/6400 [============================>.] - ETA: 0s - loss: 0.0073
6336/6400 [============================>.] - ETA: 0s - loss: 0.0073
6400/6400 [==============================] - 5s 753us/sample - loss: 0.0073 - val_loss: 0.0055
Epoch 14/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0068
 192/6400 [..............................] - ETA: 4s - loss: 0.0060
 320/6400 [>.............................] - ETA: 4s - loss: 0.0066
 448/6400 [=>............................] - ETA: 4s - loss: 0.0072
 576/6400 [=>............................] - ETA: 4s - loss: 0.0074
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0074
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0075
 960/6400 [===>..........................] - ETA: 3s - loss: 0.0072
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0070
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0071
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0071
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0070
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0070
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0070
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0070
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0070
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0070
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0070
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0071
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0071
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0070
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0070
2880/6400 [============>.................] - ETA: 2s - loss: 0.0069
3008/6400 [=============>................] - ETA: 2s - loss: 0.0068
3136/6400 [=============>................] - ETA: 2s - loss: 0.0069
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0069
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0069
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0069
3648/6400 [================>.............] - ETA: 2s - loss: 0.0069
3776/6400 [================>.............] - ETA: 1s - loss: 0.0069
3904/6400 [=================>............] - ETA: 1s - loss: 0.0069
4032/6400 [=================>............] - ETA: 1s - loss: 0.0069
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0069
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0070
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0070
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0070
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0070
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0070
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0070
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0070
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0070
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0070
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0070
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0070
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0070
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0070
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0071
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0071
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0071
6208/6400 [============================>.] - ETA: 0s - loss: 0.0071
6336/6400 [============================>.] - ETA: 0s - loss: 0.0071
6400/6400 [==============================] - 5s 750us/sample - loss: 0.0071 - val_loss: 0.0055
Epoch 15/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0055
 192/6400 [..............................] - ETA: 4s - loss: 0.0063
 256/6400 [>.............................] - ETA: 4s - loss: 0.0060
 384/6400 [>.............................] - ETA: 4s - loss: 0.0061
 512/6400 [=>............................] - ETA: 4s - loss: 0.0065
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0065
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0063
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0062
1024/6400 [===>..........................] - ETA: 3s - loss: 0.0062
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0065
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0066
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0067
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0067
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0065
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0065
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0065
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0065
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0065
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0064
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0065
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0064
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0064
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0065
2880/6400 [============>.................] - ETA: 2s - loss: 0.0065
3008/6400 [=============>................] - ETA: 2s - loss: 0.0065
3136/6400 [=============>................] - ETA: 2s - loss: 0.0066
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0066
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0065
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0066
3648/6400 [================>.............] - ETA: 2s - loss: 0.0065
3776/6400 [================>.............] - ETA: 1s - loss: 0.0066
3904/6400 [=================>............] - ETA: 1s - loss: 0.0066
4032/6400 [=================>............] - ETA: 1s - loss: 0.0066
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0066
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0066
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0066
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0066
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0066
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0066
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0067
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0067
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0066
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0066
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0066
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0066
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0067
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0066
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0067
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0067
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0067
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0067
6208/6400 [============================>.] - ETA: 0s - loss: 0.0067
6336/6400 [============================>.] - ETA: 0s - loss: 0.0067
6400/6400 [==============================] - 5s 756us/sample - loss: 0.0067 - val_loss: 0.0057
Epoch 16/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0058
 192/6400 [..............................] - ETA: 4s - loss: 0.0063
 256/6400 [>.............................] - ETA: 4s - loss: 0.0063
 384/6400 [>.............................] - ETA: 4s - loss: 0.0069
 512/6400 [=>............................] - ETA: 4s - loss: 0.0066
 576/6400 [=>............................] - ETA: 4s - loss: 0.0066
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0065
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0064
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0063
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0061
1152/6400 [====>.........................] - ETA: 4s - loss: 0.0062
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0063
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0063
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0063
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0063
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0064
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0064
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0065
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0065
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0065
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0065
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0065
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0065
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0065
2880/6400 [============>.................] - ETA: 2s - loss: 0.0065
3008/6400 [=============>................] - ETA: 2s - loss: 0.0065
3136/6400 [=============>................] - ETA: 2s - loss: 0.0065
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0065
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0065
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0065
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0065
3712/6400 [================>.............] - ETA: 2s - loss: 0.0065
3840/6400 [=================>............] - ETA: 1s - loss: 0.0065
3968/6400 [=================>............] - ETA: 1s - loss: 0.0065
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0065
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0064
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0064
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0064
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0064
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0064
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0064
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0064
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0064
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0064
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0064
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0063
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0064
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0064
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0064
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0064
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0064
6208/6400 [============================>.] - ETA: 0s - loss: 0.0064
6336/6400 [============================>.] - ETA: 0s - loss: 0.0064
6400/6400 [==============================] - 5s 755us/sample - loss: 0.0064 - val_loss: 0.0059
Epoch 17/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0049
 192/6400 [..............................] - ETA: 4s - loss: 0.0072
 320/6400 [>.............................] - ETA: 4s - loss: 0.0067
 448/6400 [=>............................] - ETA: 4s - loss: 0.0068
 576/6400 [=>............................] - ETA: 4s - loss: 0.0064
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0067
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0066
 960/6400 [===>..........................] - ETA: 3s - loss: 0.0065
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0066
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0065
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0063
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0064
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0064
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0064
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0064
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0065
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0066
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0066
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0065
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0065
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0066
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0065
2816/6400 [============>.................] - ETA: 2s - loss: 0.0065
2944/6400 [============>.................] - ETA: 2s - loss: 0.0065
3072/6400 [=============>................] - ETA: 2s - loss: 0.0064
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0064
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0064
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0063
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0063
3712/6400 [================>.............] - ETA: 1s - loss: 0.0063
3840/6400 [=================>............] - ETA: 1s - loss: 0.0063
3968/6400 [=================>............] - ETA: 1s - loss: 0.0062
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0062
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0062
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0062
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0062
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0062
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0063
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0062
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0062
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0062
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0062
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0062
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0061
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0062
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0062
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0062
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0062
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0062
6272/6400 [============================>.] - ETA: 0s - loss: 0.0062
6400/6400 [==============================] - 5s 746us/sample - loss: 0.0062 - val_loss: 0.0060
Epoch 18/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0051
 192/6400 [..............................] - ETA: 4s - loss: 0.0062
 320/6400 [>.............................] - ETA: 4s - loss: 0.0063
 448/6400 [=>............................] - ETA: 4s - loss: 0.0065
 576/6400 [=>............................] - ETA: 4s - loss: 0.0069
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0068
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0068
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0065
1088/6400 [====>.........................] - ETA: 4s - loss: 0.0064
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0063
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0064
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0063
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0062
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0061
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0062
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0063
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0062
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0062
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0062
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0061
2368/6400 [==========>...................] - ETA: 3s - loss: 0.0062
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0061
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2752/6400 [===========>..................] - ETA: 2s - loss: 0.0061
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3008/6400 [=============>................] - ETA: 2s - loss: 0.0061
3136/6400 [=============>................] - ETA: 2s - loss: 0.0061
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0061
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0061
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0061
3648/6400 [================>.............] - ETA: 2s - loss: 0.0061
3776/6400 [================>.............] - ETA: 1s - loss: 0.0061
3904/6400 [=================>............] - ETA: 1s - loss: 0.0061
4032/6400 [=================>............] - ETA: 1s - loss: 0.0061
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0061
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0061
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0061
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0060
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0060
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0060
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0060
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0060
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0060
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0059
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0059
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0059
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0059
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0059
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6080/6400 [===========================>..] - ETA: 0s - loss: 0.0059
6208/6400 [============================>.] - ETA: 0s - loss: 0.0060
6336/6400 [============================>.] - ETA: 0s - loss: 0.0060
6400/6400 [==============================] - 5s 759us/sample - loss: 0.0060 - val_loss: 0.0056
Epoch 19/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0049
 192/6400 [..............................] - ETA: 4s - loss: 0.0046
 320/6400 [>.............................] - ETA: 4s - loss: 0.0054
 448/6400 [=>............................] - ETA: 4s - loss: 0.0054
 576/6400 [=>............................] - ETA: 4s - loss: 0.0056
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0056
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0057
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0059
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0061
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0060
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0060
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0060
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0060
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0060
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0060
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0061
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0060
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0059
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0059
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0059
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0059
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0060
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0059
2880/6400 [============>.................] - ETA: 2s - loss: 0.0058
3008/6400 [=============>................] - ETA: 2s - loss: 0.0058
3072/6400 [=============>................] - ETA: 2s - loss: 0.0058
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0059
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0059
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0059
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0059
3648/6400 [================>.............] - ETA: 2s - loss: 0.0058
3776/6400 [================>.............] - ETA: 1s - loss: 0.0059
3904/6400 [=================>............] - ETA: 1s - loss: 0.0059
4032/6400 [=================>............] - ETA: 1s - loss: 0.0059
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0059
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0059
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0059
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0059
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0059
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0059
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0059
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0059
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0059
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0059
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0059
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0059
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0060
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0060
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0060
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0059
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0059
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0059
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0059
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0059
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0058
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0058
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0058
6272/6400 [============================>.] - ETA: 0s - loss: 0.0058
6400/6400 [==============================] - 5s 772us/sample - loss: 0.0058 - val_loss: 0.0062
Epoch 20/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0042
 192/6400 [..............................] - ETA: 4s - loss: 0.0059
 320/6400 [>.............................] - ETA: 4s - loss: 0.0064
 448/6400 [=>............................] - ETA: 4s - loss: 0.0064
 512/6400 [=>............................] - ETA: 4s - loss: 0.0064
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0063
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0063
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0062
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0062
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0060
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0060
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0059
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0060
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0059
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0058
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0058
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0058
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0058
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0057
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0057
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0057
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0057
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0057
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0057
2816/6400 [============>.................] - ETA: 2s - loss: 0.0058
2944/6400 [============>.................] - ETA: 2s - loss: 0.0058
3008/6400 [=============>................] - ETA: 2s - loss: 0.0058
3136/6400 [=============>................] - ETA: 2s - loss: 0.0058
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0058
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0058
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0058
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0058
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0058
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0058
3648/6400 [================>.............] - ETA: 2s - loss: 0.0058
3776/6400 [================>.............] - ETA: 1s - loss: 0.0058
3840/6400 [=================>............] - ETA: 1s - loss: 0.0057
3968/6400 [=================>............] - ETA: 1s - loss: 0.0057
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0057
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0057
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0057
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0057
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0056
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0057
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0057
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0057
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0057
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0057
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0057
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0057
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0057
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0057
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0057
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0057
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0057
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0057
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0057
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0057
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0057
6208/6400 [============================>.] - ETA: 0s - loss: 0.0057
6336/6400 [============================>.] - ETA: 0s - loss: 0.0057
6400/6400 [==============================] - 5s 772us/sample - loss: 0.0057 - val_loss: 0.0061
Epoch 21/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0071
 192/6400 [..............................] - ETA: 4s - loss: 0.0066
 320/6400 [>.............................] - ETA: 4s - loss: 0.0061
 384/6400 [>.............................] - ETA: 4s - loss: 0.0061
 448/6400 [=>............................] - ETA: 4s - loss: 0.0059
 512/6400 [=>............................] - ETA: 4s - loss: 0.0059
 576/6400 [=>............................] - ETA: 4s - loss: 0.0057
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0057
 704/6400 [==>...........................] - ETA: 5s - loss: 0.0057
 768/6400 [==>...........................] - ETA: 5s - loss: 0.0057
 832/6400 [==>...........................] - ETA: 5s - loss: 0.0058
 896/6400 [===>..........................] - ETA: 5s - loss: 0.0056
 960/6400 [===>..........................] - ETA: 5s - loss: 0.0057
1024/6400 [===>..........................] - ETA: 5s - loss: 0.0057
1088/6400 [====>.........................] - ETA: 5s - loss: 0.0056
1152/6400 [====>.........................] - ETA: 5s - loss: 0.0055
1216/6400 [====>.........................] - ETA: 5s - loss: 0.0055
1280/6400 [=====>........................] - ETA: 4s - loss: 0.0054
1344/6400 [=====>........................] - ETA: 4s - loss: 0.0055
1408/6400 [=====>........................] - ETA: 4s - loss: 0.0054
1472/6400 [=====>........................] - ETA: 4s - loss: 0.0054
1536/6400 [======>.......................] - ETA: 4s - loss: 0.0054
1600/6400 [======>.......................] - ETA: 4s - loss: 0.0054
1664/6400 [======>.......................] - ETA: 4s - loss: 0.0054
1728/6400 [=======>......................] - ETA: 4s - loss: 0.0055
1792/6400 [=======>......................] - ETA: 4s - loss: 0.0055
1856/6400 [=======>......................] - ETA: 4s - loss: 0.0055
1920/6400 [========>.....................] - ETA: 4s - loss: 0.0056
1984/6400 [========>.....................] - ETA: 4s - loss: 0.0056
2048/6400 [========>.....................] - ETA: 4s - loss: 0.0056
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0056
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0056
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0057
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0057
2368/6400 [==========>...................] - ETA: 3s - loss: 0.0056
2432/6400 [==========>...................] - ETA: 3s - loss: 0.0056
2496/6400 [==========>...................] - ETA: 3s - loss: 0.0056
2560/6400 [===========>..................] - ETA: 3s - loss: 0.0056
2624/6400 [===========>..................] - ETA: 3s - loss: 0.0056
2688/6400 [===========>..................] - ETA: 3s - loss: 0.0056
2752/6400 [===========>..................] - ETA: 3s - loss: 0.0056
2816/6400 [============>.................] - ETA: 3s - loss: 0.0056
2880/6400 [============>.................] - ETA: 3s - loss: 0.0056
2944/6400 [============>.................] - ETA: 3s - loss: 0.0056
3008/6400 [=============>................] - ETA: 3s - loss: 0.0056
3072/6400 [=============>................] - ETA: 3s - loss: 0.0056
3136/6400 [=============>................] - ETA: 3s - loss: 0.0055
3200/6400 [==============>...............] - ETA: 3s - loss: 0.0055
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0055
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0054
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0054
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0054
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0054
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0054
3648/6400 [================>.............] - ETA: 2s - loss: 0.0054
3712/6400 [================>.............] - ETA: 2s - loss: 0.0054
3776/6400 [================>.............] - ETA: 2s - loss: 0.0054
3840/6400 [=================>............] - ETA: 2s - loss: 0.0054
3904/6400 [=================>............] - ETA: 2s - loss: 0.0054
3968/6400 [=================>............] - ETA: 2s - loss: 0.0054
4032/6400 [=================>............] - ETA: 2s - loss: 0.0054
4096/6400 [==================>...........] - ETA: 2s - loss: 0.0054
4160/6400 [==================>...........] - ETA: 2s - loss: 0.0054
4224/6400 [==================>...........] - ETA: 2s - loss: 0.0054
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0054
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0054
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0054
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0055
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0055
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0055
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0055
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0055
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5056/6400 [======================>.......] - ETA: 1s - loss: 0.0055
5184/6400 [=======================>......] - ETA: 1s - loss: 0.0056
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0055
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0055
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0055
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0055
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0055
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0055
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0055
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0055
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0055
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0055
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0055
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0055
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0055
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0055
6208/6400 [============================>.] - ETA: 0s - loss: 0.0055
6272/6400 [============================>.] - ETA: 0s - loss: 0.0055
6336/6400 [============================>.] - ETA: 0s - loss: 0.0055
6400/6400 [==============================] - 6s 913us/sample - loss: 0.0055 - val_loss: 0.0056
Epoch 22/120

  64/6400 [..............................] - ETA: 5s - loss: 0.0047
 128/6400 [..............................] - ETA: 5s - loss: 0.0046
 192/6400 [..............................] - ETA: 5s - loss: 0.0047
 256/6400 [>.............................] - ETA: 5s - loss: 0.0050
 320/6400 [>.............................] - ETA: 5s - loss: 0.0049
 384/6400 [>.............................] - ETA: 5s - loss: 0.0048
 448/6400 [=>............................] - ETA: 5s - loss: 0.0047
 512/6400 [=>............................] - ETA: 5s - loss: 0.0047
 576/6400 [=>............................] - ETA: 4s - loss: 0.0049
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0051
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0050
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0050
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0050
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0050
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0051
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0051
1088/6400 [====>.........................] - ETA: 4s - loss: 0.0052
1152/6400 [====>.........................] - ETA: 4s - loss: 0.0052
1216/6400 [====>.........................] - ETA: 4s - loss: 0.0052
1280/6400 [=====>........................] - ETA: 4s - loss: 0.0052
1344/6400 [=====>........................] - ETA: 4s - loss: 0.0054
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6208/6400 [============================>.] - ETA: 0s - loss: 0.0055
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6336/6400 [============================>.] - ETA: 0s - loss: 0.0055
6400/6400 [==============================] - 6s 919us/sample - loss: 0.0054 - val_loss: 0.0059
Epoch 23/120

  64/6400 [..............................] - ETA: 5s - loss: 0.0043
 128/6400 [..............................] - ETA: 4s - loss: 0.0049
 192/6400 [..............................] - ETA: 5s - loss: 0.0049
 256/6400 [>.............................] - ETA: 5s - loss: 0.0049
 384/6400 [>.............................] - ETA: 4s - loss: 0.0052
 448/6400 [=>............................] - ETA: 4s - loss: 0.0051
 512/6400 [=>............................] - ETA: 4s - loss: 0.0051
 576/6400 [=>............................] - ETA: 4s - loss: 0.0053
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0053
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0052
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0052
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0052
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0053
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0053
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0053
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5184/6400 [=======================>......] - ETA: 0s - loss: 0.0053
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6016/6400 [===========================>..] - ETA: 0s - loss: 0.0053
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0053
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0053
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6336/6400 [============================>.] - ETA: 0s - loss: 0.0053
6400/6400 [==============================] - 5s 831us/sample - loss: 0.0053 - val_loss: 0.0058
Epoch 24/120

  64/6400 [..............................] - ETA: 5s - loss: 0.0064
 128/6400 [..............................] - ETA: 5s - loss: 0.0057
 192/6400 [..............................] - ETA: 5s - loss: 0.0054
 256/6400 [>.............................] - ETA: 5s - loss: 0.0052
 320/6400 [>.............................] - ETA: 5s - loss: 0.0055
 384/6400 [>.............................] - ETA: 5s - loss: 0.0054
 448/6400 [=>............................] - ETA: 5s - loss: 0.0056
 512/6400 [=>............................] - ETA: 4s - loss: 0.0054
 576/6400 [=>............................] - ETA: 4s - loss: 0.0055
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0054
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0053
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0053
 832/6400 [==>...........................] - ETA: 5s - loss: 0.0051
 896/6400 [===>..........................] - ETA: 5s - loss: 0.0050
 960/6400 [===>..........................] - ETA: 5s - loss: 0.0050
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0049
1088/6400 [====>.........................] - ETA: 4s - loss: 0.0050
1152/6400 [====>.........................] - ETA: 4s - loss: 0.0050
1216/6400 [====>.........................] - ETA: 4s - loss: 0.0049
1280/6400 [=====>........................] - ETA: 4s - loss: 0.0049
1344/6400 [=====>........................] - ETA: 4s - loss: 0.0050
1408/6400 [=====>........................] - ETA: 4s - loss: 0.0049
1472/6400 [=====>........................] - ETA: 4s - loss: 0.0050
1536/6400 [======>.......................] - ETA: 4s - loss: 0.0050
1600/6400 [======>.......................] - ETA: 4s - loss: 0.0049
1664/6400 [======>.......................] - ETA: 4s - loss: 0.0050
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3328/6400 [==============>...............] - ETA: 2s - loss: 0.0052
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0052
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5312/6400 [=======================>......] - ETA: 0s - loss: 0.0052
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6016/6400 [===========================>..] - ETA: 0s - loss: 0.0052
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0052
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0052
6208/6400 [============================>.] - ETA: 0s - loss: 0.0052
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6336/6400 [============================>.] - ETA: 0s - loss: 0.0052
6400/6400 [==============================] - 6s 925us/sample - loss: 0.0052 - val_loss: 0.0053
Epoch 25/120

  64/6400 [..............................] - ETA: 5s - loss: 0.0082
 128/6400 [..............................] - ETA: 6s - loss: 0.0067
 192/6400 [..............................] - ETA: 7s - loss: 0.0061
 256/6400 [>.............................] - ETA: 6s - loss: 0.0058
 320/6400 [>.............................] - ETA: 6s - loss: 0.0054
 384/6400 [>.............................] - ETA: 6s - loss: 0.0057
 448/6400 [=>............................] - ETA: 6s - loss: 0.0054
 512/6400 [=>............................] - ETA: 6s - loss: 0.0056
 576/6400 [=>............................] - ETA: 5s - loss: 0.0056
 640/6400 [==>...........................] - ETA: 5s - loss: 0.0054
 704/6400 [==>...........................] - ETA: 5s - loss: 0.0053
 768/6400 [==>...........................] - ETA: 5s - loss: 0.0053
 832/6400 [==>...........................] - ETA: 5s - loss: 0.0053
 896/6400 [===>..........................] - ETA: 5s - loss: 0.0052
 960/6400 [===>..........................] - ETA: 5s - loss: 0.0054
1024/6400 [===>..........................] - ETA: 5s - loss: 0.0054
1088/6400 [====>.........................] - ETA: 5s - loss: 0.0054
1152/6400 [====>.........................] - ETA: 4s - loss: 0.0053
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3200/6400 [==============>...............] - ETA: 2s - loss: 0.0050
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3328/6400 [==============>...............] - ETA: 2s - loss: 0.0051
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4608/6400 [====================>.........] - ETA: 1s - loss: 0.0051
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0050
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4864/6400 [=====================>........] - ETA: 1s - loss: 0.0050
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5312/6400 [=======================>......] - ETA: 0s - loss: 0.0051
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5824/6400 [==========================>...] - ETA: 0s - loss: 0.0051
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0051
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0051
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0051
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0051
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0051
6208/6400 [============================>.] - ETA: 0s - loss: 0.0051
6272/6400 [============================>.] - ETA: 0s - loss: 0.0052
6336/6400 [============================>.] - ETA: 0s - loss: 0.0051
6400/6400 [==============================] - 6s 898us/sample - loss: 0.0051 - val_loss: 0.0058
Epoch 26/120

  64/6400 [..............................] - ETA: 5s - loss: 0.0029
 128/6400 [..............................] - ETA: 5s - loss: 0.0032
 192/6400 [..............................] - ETA: 5s - loss: 0.0039
 256/6400 [>.............................] - ETA: 5s - loss: 0.0044
 320/6400 [>.............................] - ETA: 5s - loss: 0.0045
 384/6400 [>.............................] - ETA: 5s - loss: 0.0046
 448/6400 [=>............................] - ETA: 5s - loss: 0.0046
 512/6400 [=>............................] - ETA: 5s - loss: 0.0048
 576/6400 [=>............................] - ETA: 5s - loss: 0.0048
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0049
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0049
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0048
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0048
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0047
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0048
1088/6400 [====>.........................] - ETA: 4s - loss: 0.0048
1152/6400 [====>.........................] - ETA: 4s - loss: 0.0048
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1408/6400 [=====>........................] - ETA: 4s - loss: 0.0050
1472/6400 [=====>........................] - ETA: 4s - loss: 0.0051
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1600/6400 [======>.......................] - ETA: 3s - loss: 0.0052
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0051
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0051
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0052
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0051
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0051
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0051
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0052
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0051
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0051
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0050
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0050
2368/6400 [==========>...................] - ETA: 3s - loss: 0.0050
2432/6400 [==========>...................] - ETA: 3s - loss: 0.0050
2496/6400 [==========>...................] - ETA: 3s - loss: 0.0050
2560/6400 [===========>..................] - ETA: 3s - loss: 0.0049
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2944/6400 [============>.................] - ETA: 2s - loss: 0.0050
3008/6400 [=============>................] - ETA: 2s - loss: 0.0050
3072/6400 [=============>................] - ETA: 2s - loss: 0.0050
3136/6400 [=============>................] - ETA: 2s - loss: 0.0050
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0050
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0051
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0050
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0050
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0050
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0051
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0051
3648/6400 [================>.............] - ETA: 2s - loss: 0.0051
3712/6400 [================>.............] - ETA: 2s - loss: 0.0051
3776/6400 [================>.............] - ETA: 2s - loss: 0.0051
3840/6400 [=================>............] - ETA: 2s - loss: 0.0051
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4224/6400 [==================>...........] - ETA: 1s - loss: 0.0051
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4352/6400 [===================>..........] - ETA: 1s - loss: 0.0051
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0050
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0051
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0051
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0051
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0051
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0051
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0051
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0051
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0051
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0050
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0050
5120/6400 [=======================>......] - ETA: 1s - loss: 0.0050
5184/6400 [=======================>......] - ETA: 1s - loss: 0.0050
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0050
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0050
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0050
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0050
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0050
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0050
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0050
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0050
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0050
6208/6400 [============================>.] - ETA: 0s - loss: 0.0050
6336/6400 [============================>.] - ETA: 0s - loss: 0.0050
6400/6400 [==============================] - 5s 853us/sample - loss: 0.0050 - val_loss: 0.0056
Epoch 27/120

  64/6400 [..............................] - ETA: 5s - loss: 0.0037
 128/6400 [..............................] - ETA: 5s - loss: 0.0050
 192/6400 [..............................] - ETA: 5s - loss: 0.0054
 256/6400 [>.............................] - ETA: 5s - loss: 0.0054
 320/6400 [>.............................] - ETA: 6s - loss: 0.0050
 384/6400 [>.............................] - ETA: 6s - loss: 0.0051
 448/6400 [=>............................] - ETA: 5s - loss: 0.0051
 512/6400 [=>............................] - ETA: 5s - loss: 0.0049
 576/6400 [=>............................] - ETA: 5s - loss: 0.0047
 640/6400 [==>...........................] - ETA: 5s - loss: 0.0048
 704/6400 [==>...........................] - ETA: 5s - loss: 0.0048
 768/6400 [==>...........................] - ETA: 5s - loss: 0.0047
 832/6400 [==>...........................] - ETA: 5s - loss: 0.0048
 896/6400 [===>..........................] - ETA: 5s - loss: 0.0048
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0049
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0049
1088/6400 [====>.........................] - ETA: 4s - loss: 0.0049
1152/6400 [====>.........................] - ETA: 4s - loss: 0.0050
1280/6400 [=====>........................] - ETA: 4s - loss: 0.0049
1344/6400 [=====>........................] - ETA: 4s - loss: 0.0049
1472/6400 [=====>........................] - ETA: 4s - loss: 0.0048
1600/6400 [======>.......................] - ETA: 4s - loss: 0.0049
1664/6400 [======>.......................] - ETA: 4s - loss: 0.0049
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0049
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0048
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0048
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0049
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0049
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0050
2368/6400 [==========>...................] - ETA: 3s - loss: 0.0049
2496/6400 [==========>...................] - ETA: 3s - loss: 0.0050
2624/6400 [===========>..................] - ETA: 3s - loss: 0.0050
2752/6400 [===========>..................] - ETA: 3s - loss: 0.0049
2816/6400 [============>.................] - ETA: 2s - loss: 0.0050
2880/6400 [============>.................] - ETA: 2s - loss: 0.0050
2944/6400 [============>.................] - ETA: 2s - loss: 0.0049
3008/6400 [=============>................] - ETA: 2s - loss: 0.0050
3072/6400 [=============>................] - ETA: 2s - loss: 0.0050
3136/6400 [=============>................] - ETA: 2s - loss: 0.0050
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0049
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0049
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0049
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0049
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0050
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0050
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0050
3648/6400 [================>.............] - ETA: 2s - loss: 0.0050
3712/6400 [================>.............] - ETA: 2s - loss: 0.0050
3840/6400 [=================>............] - ETA: 2s - loss: 0.0050
3968/6400 [=================>............] - ETA: 2s - loss: 0.0050
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0050
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0050
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0049
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0050
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0050
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0050
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0050
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0050
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0050
5120/6400 [=======================>......] - ETA: 1s - loss: 0.0049
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0049
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0049
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0049
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0049
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0049
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0049
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0049
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0049
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0049
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0049
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0049
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0049
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0049
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0049
6208/6400 [============================>.] - ETA: 0s - loss: 0.0049
6272/6400 [============================>.] - ETA: 0s - loss: 0.0049
6336/6400 [============================>.] - ETA: 0s - loss: 0.0049
6400/6400 [==============================] - 5s 829us/sample - loss: 0.0049 - val_loss: 0.0063
Epoch 28/120

  64/6400 [..............................] - ETA: 5s - loss: 0.0039
 128/6400 [..............................] - ETA: 7s - loss: 0.0046
 192/6400 [..............................] - ETA: 7s - loss: 0.0049
 256/6400 [>.............................] - ETA: 7s - loss: 0.0050
 320/6400 [>.............................] - ETA: 7s - loss: 0.0050
 384/6400 [>.............................] - ETA: 6s - loss: 0.0051
 448/6400 [=>............................] - ETA: 6s - loss: 0.0051
 512/6400 [=>............................] - ETA: 6s - loss: 0.0054
 576/6400 [=>............................] - ETA: 6s - loss: 0.0053
 640/6400 [==>...........................] - ETA: 6s - loss: 0.0052
 704/6400 [==>...........................] - ETA: 5s - loss: 0.0051
 768/6400 [==>...........................] - ETA: 5s - loss: 0.0050
 832/6400 [==>...........................] - ETA: 5s - loss: 0.0050
 896/6400 [===>..........................] - ETA: 5s - loss: 0.0050
 960/6400 [===>..........................] - ETA: 5s - loss: 0.0050
1088/6400 [====>.........................] - ETA: 5s - loss: 0.0051
1152/6400 [====>.........................] - ETA: 5s - loss: 0.0051
1216/6400 [====>.........................] - ETA: 4s - loss: 0.0051
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1344/6400 [=====>........................] - ETA: 4s - loss: 0.0051
1408/6400 [=====>........................] - ETA: 4s - loss: 0.0050
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1600/6400 [======>.......................] - ETA: 4s - loss: 0.0050
1664/6400 [======>.......................] - ETA: 4s - loss: 0.0051
1728/6400 [=======>......................] - ETA: 4s - loss: 0.0051
1792/6400 [=======>......................] - ETA: 4s - loss: 0.0051
1856/6400 [=======>......................] - ETA: 4s - loss: 0.0050
1920/6400 [========>.....................] - ETA: 4s - loss: 0.0050
1984/6400 [========>.....................] - ETA: 4s - loss: 0.0051
2048/6400 [========>.....................] - ETA: 4s - loss: 0.0050
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0051
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0051
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0050
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0051
2368/6400 [==========>...................] - ETA: 3s - loss: 0.0051
2432/6400 [==========>...................] - ETA: 3s - loss: 0.0051
2560/6400 [===========>..................] - ETA: 3s - loss: 0.0051
2688/6400 [===========>..................] - ETA: 3s - loss: 0.0051
2752/6400 [===========>..................] - ETA: 3s - loss: 0.0051
2880/6400 [============>.................] - ETA: 3s - loss: 0.0050
3008/6400 [=============>................] - ETA: 2s - loss: 0.0050
3136/6400 [=============>................] - ETA: 2s - loss: 0.0050
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0050
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0050
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0050
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0050
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0050
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0050
3648/6400 [================>.............] - ETA: 2s - loss: 0.0051
3712/6400 [================>.............] - ETA: 2s - loss: 0.0051
3776/6400 [================>.............] - ETA: 2s - loss: 0.0050
3904/6400 [=================>............] - ETA: 2s - loss: 0.0050
4032/6400 [=================>............] - ETA: 2s - loss: 0.0050
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0049
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0049
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0049
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0049
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0049
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0048
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0048
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0049
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0049
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0049
5120/6400 [=======================>......] - ETA: 1s - loss: 0.0049
5184/6400 [=======================>......] - ETA: 1s - loss: 0.0048
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0049
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0049
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0049
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0049
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0049
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0048
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0049
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0049
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0049
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0049
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0049
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0049
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0049
6208/6400 [============================>.] - ETA: 0s - loss: 0.0049
6336/6400 [============================>.] - ETA: 0s - loss: 0.0049
6400/6400 [==============================] - 5s 848us/sample - loss: 0.0049 - val_loss: 0.0054
Epoch 29/120

  64/6400 [..............................] - ETA: 5s - loss: 0.0058
 128/6400 [..............................] - ETA: 5s - loss: 0.0052
 192/6400 [..............................] - ETA: 5s - loss: 0.0055
 256/6400 [>.............................] - ETA: 5s - loss: 0.0054
 320/6400 [>.............................] - ETA: 5s - loss: 0.0053
 384/6400 [>.............................] - ETA: 5s - loss: 0.0053
 448/6400 [=>............................] - ETA: 4s - loss: 0.0050
 576/6400 [=>............................] - ETA: 4s - loss: 0.0050
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0049
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0047
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0047
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0047
1088/6400 [====>.........................] - ETA: 4s - loss: 0.0047
1152/6400 [====>.........................] - ETA: 4s - loss: 0.0047
1216/6400 [====>.........................] - ETA: 4s - loss: 0.0046
1280/6400 [=====>........................] - ETA: 4s - loss: 0.0045
1344/6400 [=====>........................] - ETA: 4s - loss: 0.0045
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0045
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0046
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0047
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0046
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0046
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0046
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0046
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0046
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0046
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0045
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0045
2432/6400 [==========>...................] - ETA: 3s - loss: 0.0045
2560/6400 [===========>..................] - ETA: 3s - loss: 0.0045
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0046
2816/6400 [============>.................] - ETA: 2s - loss: 0.0046
2944/6400 [============>.................] - ETA: 2s - loss: 0.0046
3072/6400 [=============>................] - ETA: 2s - loss: 0.0046
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0046
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0046
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0047
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0047
3712/6400 [================>.............] - ETA: 2s - loss: 0.0047
3840/6400 [=================>............] - ETA: 1s - loss: 0.0047
3904/6400 [=================>............] - ETA: 1s - loss: 0.0047
3968/6400 [=================>............] - ETA: 1s - loss: 0.0047
4032/6400 [=================>............] - ETA: 1s - loss: 0.0048
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0047
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0048
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0047
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0047
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0047
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0047
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0047
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0047
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0047
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0047
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0048
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0048
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0048
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0048
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0048
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0048
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0048
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0047
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0047
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0047
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0047
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0047
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0047
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0047
6208/6400 [============================>.] - ETA: 0s - loss: 0.0047
6272/6400 [============================>.] - ETA: 0s - loss: 0.0047
6336/6400 [============================>.] - ETA: 0s - loss: 0.0047
6400/6400 [==============================] - 5s 802us/sample - loss: 0.0047 - val_loss: 0.0057
Epoch 30/120

  64/6400 [..............................] - ETA: 5s - loss: 0.0053
 128/6400 [..............................] - ETA: 5s - loss: 0.0049
 192/6400 [..............................] - ETA: 5s - loss: 0.0046
 256/6400 [>.............................] - ETA: 5s - loss: 0.0051
 320/6400 [>.............................] - ETA: 5s - loss: 0.0048
 448/6400 [=>............................] - ETA: 5s - loss: 0.0050
 576/6400 [=>............................] - ETA: 4s - loss: 0.0048
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0050
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0048
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0048
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0048
1088/6400 [====>.........................] - ETA: 4s - loss: 0.0048
1152/6400 [====>.........................] - ETA: 4s - loss: 0.0047
1216/6400 [====>.........................] - ETA: 4s - loss: 0.0048
1344/6400 [=====>........................] - ETA: 4s - loss: 0.0050
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0050
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0049
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0048
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0048
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0047
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0047
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0047
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0048
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0048
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0048
2432/6400 [==========>...................] - ETA: 3s - loss: 0.0049
2560/6400 [===========>..................] - ETA: 3s - loss: 0.0049
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0048
2816/6400 [============>.................] - ETA: 2s - loss: 0.0048
2944/6400 [============>.................] - ETA: 2s - loss: 0.0048
3072/6400 [=============>................] - ETA: 2s - loss: 0.0048
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0048
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0048
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0048
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0048
3712/6400 [================>.............] - ETA: 2s - loss: 0.0048
3840/6400 [=================>............] - ETA: 1s - loss: 0.0048
3968/6400 [=================>............] - ETA: 1s - loss: 0.0048
4032/6400 [=================>............] - ETA: 1s - loss: 0.0048
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0048
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0047
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0047
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0047
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0047
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0048
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0048
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0048
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0047
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0048
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0048
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0048
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0048
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0048
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0048
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0047
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0047
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0047
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0047
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0047
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0047
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0047
6272/6400 [============================>.] - ETA: 0s - loss: 0.0047
6400/6400 [==============================] - 5s 786us/sample - loss: 0.0046 - val_loss: 0.0058
Epoch 31/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0051
 128/6400 [..............................] - ETA: 4s - loss: 0.0041
 192/6400 [..............................] - ETA: 4s - loss: 0.0043
 320/6400 [>.............................] - ETA: 4s - loss: 0.0045
 448/6400 [=>............................] - ETA: 4s - loss: 0.0047
 576/6400 [=>............................] - ETA: 4s - loss: 0.0045
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0048
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0047
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0048
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0049
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0050
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0050
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0049
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0049
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0049
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0049
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0049
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0049
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0049
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0048
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0048
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0047
2368/6400 [==========>...................] - ETA: 3s - loss: 0.0047
2432/6400 [==========>...................] - ETA: 3s - loss: 0.0047
2496/6400 [==========>...................] - ETA: 3s - loss: 0.0047
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0047
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0047
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0047
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0047
2816/6400 [============>.................] - ETA: 2s - loss: 0.0047
2880/6400 [============>.................] - ETA: 2s - loss: 0.0047
2944/6400 [============>.................] - ETA: 2s - loss: 0.0047
3072/6400 [=============>................] - ETA: 2s - loss: 0.0047
3136/6400 [=============>................] - ETA: 2s - loss: 0.0047
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0046
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0046
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0046
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0046
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0046
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0046
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0046
3648/6400 [================>.............] - ETA: 2s - loss: 0.0046
3712/6400 [================>.............] - ETA: 2s - loss: 0.0046
3776/6400 [================>.............] - ETA: 2s - loss: 0.0046
3904/6400 [=================>............] - ETA: 1s - loss: 0.0045
3968/6400 [=================>............] - ETA: 1s - loss: 0.0045
4032/6400 [=================>............] - ETA: 1s - loss: 0.0045
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0045
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0045
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0046
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0046
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0046
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0046
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0046
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0046
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0046
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0046
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0046
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0046
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0046
5120/6400 [=======================>......] - ETA: 1s - loss: 0.0046
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0046
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0046
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0046
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0046
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0046
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0046
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0046
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0046
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0046
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0046
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0046
6208/6400 [============================>.] - ETA: 0s - loss: 0.0046
6272/6400 [============================>.] - ETA: 0s - loss: 0.0046
6336/6400 [============================>.] - ETA: 0s - loss: 0.0046
6400/6400 [==============================] - 5s 813us/sample - loss: 0.0046 - val_loss: 0.0055
Epoch 32/120

  64/6400 [..............................] - ETA: 5s - loss: 0.0037
 128/6400 [..............................] - ETA: 5s - loss: 0.0040
 192/6400 [..............................] - ETA: 5s - loss: 0.0038
 256/6400 [>.............................] - ETA: 5s - loss: 0.0036
 320/6400 [>.............................] - ETA: 5s - loss: 0.0040
 384/6400 [>.............................] - ETA: 5s - loss: 0.0042
 448/6400 [=>............................] - ETA: 4s - loss: 0.0042
 512/6400 [=>............................] - ETA: 4s - loss: 0.0041
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0042
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0044
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0044
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0044
1152/6400 [====>.........................] - ETA: 4s - loss: 0.0043
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0043
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0044
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0044
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0044
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0045
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0045
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0045
2432/6400 [==========>...................] - ETA: 3s - loss: 0.0045
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0046
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0045
2816/6400 [============>.................] - ETA: 2s - loss: 0.0045
2944/6400 [============>.................] - ETA: 2s - loss: 0.0044
3072/6400 [=============>................] - ETA: 2s - loss: 0.0044
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0044
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0044
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0044
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0044
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0044
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0044
3648/6400 [================>.............] - ETA: 2s - loss: 0.0044
3712/6400 [================>.............] - ETA: 2s - loss: 0.0043
3776/6400 [================>.............] - ETA: 2s - loss: 0.0044
3904/6400 [=================>............] - ETA: 1s - loss: 0.0044
4032/6400 [=================>............] - ETA: 1s - loss: 0.0044
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0044
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0045
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0045
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0045
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0045
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0045
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0045
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0045
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0045
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0045
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0045
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0045
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0045
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0045
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0046
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0045
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0045
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0045
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0045
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0045
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0045
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0045
6272/6400 [============================>.] - ETA: 0s - loss: 0.0045
6400/6400 [==============================] - 5s 785us/sample - loss: 0.0045 - val_loss: 0.0053
Epoch 33/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0023
 192/6400 [..............................] - ETA: 4s - loss: 0.0040
 320/6400 [>.............................] - ETA: 4s - loss: 0.0040
 448/6400 [=>............................] - ETA: 4s - loss: 0.0039
 576/6400 [=>............................] - ETA: 4s - loss: 0.0040
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0040
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0040
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0041
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0041
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0042
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0044
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0046
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0045
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0043
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0044
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0045
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0046
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0045
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0045
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0045
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0046
2368/6400 [==========>...................] - ETA: 3s - loss: 0.0045
2432/6400 [==========>...................] - ETA: 3s - loss: 0.0045
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0045
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0045
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0045
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0045
2816/6400 [============>.................] - ETA: 2s - loss: 0.0045
2880/6400 [============>.................] - ETA: 2s - loss: 0.0045
3008/6400 [=============>................] - ETA: 2s - loss: 0.0044
3136/6400 [=============>................] - ETA: 2s - loss: 0.0044
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0045
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0044
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0045
3648/6400 [================>.............] - ETA: 2s - loss: 0.0044
3776/6400 [================>.............] - ETA: 2s - loss: 0.0044
3904/6400 [=================>............] - ETA: 1s - loss: 0.0044
4032/6400 [=================>............] - ETA: 1s - loss: 0.0044
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0045
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0045
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0045
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0045
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0045
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0045
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0044
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0044
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0044
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0044
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0044
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0044
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0044
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0044
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0044
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0045
6208/6400 [============================>.] - ETA: 0s - loss: 0.0045
6336/6400 [============================>.] - ETA: 0s - loss: 0.0045
6400/6400 [==============================] - 5s 769us/sample - loss: 0.0045 - val_loss: 0.0053
Epoch 34/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0030
 192/6400 [..............................] - ETA: 4s - loss: 0.0031
 320/6400 [>.............................] - ETA: 4s - loss: 0.0037
 448/6400 [=>............................] - ETA: 4s - loss: 0.0036
 576/6400 [=>............................] - ETA: 4s - loss: 0.0039
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0040
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0040
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0040
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0041
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0040
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0040
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0040
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0041
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0041
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0041
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0041
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0041
2816/6400 [============>.................] - ETA: 2s - loss: 0.0041
2944/6400 [============>.................] - ETA: 2s - loss: 0.0041
3072/6400 [=============>................] - ETA: 2s - loss: 0.0042
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0042
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0042
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0042
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0042
3712/6400 [================>.............] - ETA: 2s - loss: 0.0042
3840/6400 [=================>............] - ETA: 1s - loss: 0.0043
3968/6400 [=================>............] - ETA: 1s - loss: 0.0043
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0042
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0042
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0043
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0042
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0042
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0044
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0044
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0044
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0044
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0044
6272/6400 [============================>.] - ETA: 0s - loss: 0.0044
6400/6400 [==============================] - 5s 762us/sample - loss: 0.0044 - val_loss: 0.0052
Epoch 35/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0034
 192/6400 [..............................] - ETA: 4s - loss: 0.0033
 320/6400 [>.............................] - ETA: 4s - loss: 0.0034
 448/6400 [=>............................] - ETA: 4s - loss: 0.0034
 576/6400 [=>............................] - ETA: 4s - loss: 0.0038
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0040
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0041
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0042
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0042
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0042
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0041
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0043
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0044
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0044
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0044
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0044
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0044
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0044
2816/6400 [============>.................] - ETA: 2s - loss: 0.0044
2944/6400 [============>.................] - ETA: 2s - loss: 0.0043
3072/6400 [=============>................] - ETA: 2s - loss: 0.0044
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0044
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0044
3712/6400 [================>.............] - ETA: 2s - loss: 0.0044
3840/6400 [=================>............] - ETA: 1s - loss: 0.0044
3968/6400 [=================>............] - ETA: 1s - loss: 0.0045
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0044
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0044
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0044
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0045
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0044
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0044
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0044
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0044
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0044
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0044
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0044
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0045
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0045
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0045
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0045
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0045
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0045
6272/6400 [============================>.] - ETA: 0s - loss: 0.0045
6336/6400 [============================>.] - ETA: 0s - loss: 0.0044
6400/6400 [==============================] - 5s 762us/sample - loss: 0.0044 - val_loss: 0.0053
Epoch 36/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0046
 192/6400 [..............................] - ETA: 4s - loss: 0.0053
 320/6400 [>.............................] - ETA: 4s - loss: 0.0051
 448/6400 [=>............................] - ETA: 4s - loss: 0.0049
 576/6400 [=>............................] - ETA: 4s - loss: 0.0046
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0045
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0047
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0046
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0045
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0044
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0043
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0043
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0044
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0044
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0044
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0045
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0045
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0045
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0045
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0045
2816/6400 [============>.................] - ETA: 2s - loss: 0.0046
2944/6400 [============>.................] - ETA: 2s - loss: 0.0045
3072/6400 [=============>................] - ETA: 2s - loss: 0.0045
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0045
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0045
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0045
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0045
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0044
3712/6400 [================>.............] - ETA: 2s - loss: 0.0044
3840/6400 [=================>............] - ETA: 1s - loss: 0.0044
3968/6400 [=================>............] - ETA: 1s - loss: 0.0045
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0045
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0044
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0045
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0045
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0045
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0045
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0045
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0045
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0044
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0044
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0044
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0044
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0044
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0044
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0044
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0044
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0044
6208/6400 [============================>.] - ETA: 0s - loss: 0.0044
6336/6400 [============================>.] - ETA: 0s - loss: 0.0044
6400/6400 [==============================] - 5s 762us/sample - loss: 0.0044 - val_loss: 0.0055
Epoch 37/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0036
 192/6400 [..............................] - ETA: 4s - loss: 0.0047
 320/6400 [>.............................] - ETA: 4s - loss: 0.0047
 384/6400 [>.............................] - ETA: 4s - loss: 0.0046
 512/6400 [=>............................] - ETA: 4s - loss: 0.0047
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0046
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0044
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0045
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0045
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0043
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0044
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0043
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0043
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0043
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0044
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0044
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0043
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0043
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2880/6400 [============>.................] - ETA: 2s - loss: 0.0043
3008/6400 [=============>................] - ETA: 2s - loss: 0.0043
3136/6400 [=============>................] - ETA: 2s - loss: 0.0043
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0043
3648/6400 [================>.............] - ETA: 2s - loss: 0.0043
3776/6400 [================>.............] - ETA: 1s - loss: 0.0043
3904/6400 [=================>............] - ETA: 1s - loss: 0.0043
4032/6400 [=================>............] - ETA: 1s - loss: 0.0043
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0043
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0044
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0044
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0044
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0043
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0043
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0043
6208/6400 [============================>.] - ETA: 0s - loss: 0.0043
6336/6400 [============================>.] - ETA: 0s - loss: 0.0043
6400/6400 [==============================] - 5s 761us/sample - loss: 0.0043 - val_loss: 0.0061
Epoch 38/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0045
 128/6400 [..............................] - ETA: 4s - loss: 0.0049
 192/6400 [..............................] - ETA: 4s - loss: 0.0043
 320/6400 [>.............................] - ETA: 4s - loss: 0.0042
 448/6400 [=>............................] - ETA: 4s - loss: 0.0042
 576/6400 [=>............................] - ETA: 4s - loss: 0.0041
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0043
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0043
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0043
1088/6400 [====>.........................] - ETA: 4s - loss: 0.0046
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0045
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0045
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0045
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0045
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0044
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0044
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0044
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2368/6400 [==========>...................] - ETA: 3s - loss: 0.0043
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0043
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2880/6400 [============>.................] - ETA: 2s - loss: 0.0043
3008/6400 [=============>................] - ETA: 2s - loss: 0.0043
3136/6400 [=============>................] - ETA: 2s - loss: 0.0043
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0043
3648/6400 [================>.............] - ETA: 2s - loss: 0.0043
3776/6400 [================>.............] - ETA: 1s - loss: 0.0043
3904/6400 [=================>............] - ETA: 1s - loss: 0.0043
4032/6400 [=================>............] - ETA: 1s - loss: 0.0043
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0043
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0044
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0043
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0043
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0043
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0043
6272/6400 [============================>.] - ETA: 0s - loss: 0.0043
6400/6400 [==============================] - 5s 766us/sample - loss: 0.0043 - val_loss: 0.0066
Epoch 39/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0040
 192/6400 [..............................] - ETA: 4s - loss: 0.0051
 320/6400 [>.............................] - ETA: 4s - loss: 0.0049
 448/6400 [=>............................] - ETA: 4s - loss: 0.0046
 512/6400 [=>............................] - ETA: 4s - loss: 0.0046
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0046
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0045
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0046
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0045
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0045
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0044
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0043
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0043
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0043
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0044
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0043
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2880/6400 [============>.................] - ETA: 2s - loss: 0.0043
3008/6400 [=============>................] - ETA: 2s - loss: 0.0043
3136/6400 [=============>................] - ETA: 2s - loss: 0.0043
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0043
3648/6400 [================>.............] - ETA: 2s - loss: 0.0043
3776/6400 [================>.............] - ETA: 1s - loss: 0.0043
3904/6400 [=================>............] - ETA: 1s - loss: 0.0043
4032/6400 [=================>............] - ETA: 1s - loss: 0.0043
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0043
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0043
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0043
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0043
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0043
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0043
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0043
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0043
6208/6400 [============================>.] - ETA: 0s - loss: 0.0043
6336/6400 [============================>.] - ETA: 0s - loss: 0.0042
6400/6400 [==============================] - 5s 759us/sample - loss: 0.0042 - val_loss: 0.0062
Epoch 40/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0037
 192/6400 [..............................] - ETA: 4s - loss: 0.0036
 320/6400 [>.............................] - ETA: 4s - loss: 0.0045
 448/6400 [=>............................] - ETA: 4s - loss: 0.0042
 576/6400 [=>............................] - ETA: 4s - loss: 0.0045
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0042
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0044
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0043
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0043
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0042
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0041
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0041
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0041
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0042
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0042
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0041
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0041
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0041
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0041
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0041
2880/6400 [============>.................] - ETA: 2s - loss: 0.0041
3008/6400 [=============>................] - ETA: 2s - loss: 0.0041
3136/6400 [=============>................] - ETA: 2s - loss: 0.0041
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0041
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0041
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0041
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0041
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0041
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0041
3712/6400 [================>.............] - ETA: 2s - loss: 0.0042
3840/6400 [=================>............] - ETA: 1s - loss: 0.0041
3968/6400 [=================>............] - ETA: 1s - loss: 0.0042
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0042
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0042
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0042
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0042
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0042
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0042
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0042
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0042
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0042
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0042
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0042
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0042
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0042
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0042
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0042
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0042
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0042
6272/6400 [============================>.] - ETA: 0s - loss: 0.0042
6400/6400 [==============================] - 5s 760us/sample - loss: 0.0042 - val_loss: 0.0050
Epoch 41/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0033
 192/6400 [..............................] - ETA: 4s - loss: 0.0042
 320/6400 [>.............................] - ETA: 4s - loss: 0.0039
 448/6400 [=>............................] - ETA: 4s - loss: 0.0038
 576/6400 [=>............................] - ETA: 4s - loss: 0.0041
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0042
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0040
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0040
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0041
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0040
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0043
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0043
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0043
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0044
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0044
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2816/6400 [============>.................] - ETA: 2s - loss: 0.0043
2944/6400 [============>.................] - ETA: 2s - loss: 0.0043
3072/6400 [=============>................] - ETA: 2s - loss: 0.0043
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0042
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0043
3712/6400 [================>.............] - ETA: 1s - loss: 0.0043
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4224/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0042
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0042
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0042
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0042
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0042
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0042
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0042
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0042
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0042
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0042
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0042
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0042
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0042
6208/6400 [============================>.] - ETA: 0s - loss: 0.0042
6336/6400 [============================>.] - ETA: 0s - loss: 0.0042
6400/6400 [==============================] - 5s 760us/sample - loss: 0.0042 - val_loss: 0.0057
Epoch 42/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0061
 128/6400 [..............................] - ETA: 4s - loss: 0.0053
 256/6400 [>.............................] - ETA: 4s - loss: 0.0046
 384/6400 [>.............................] - ETA: 4s - loss: 0.0043
 512/6400 [=>............................] - ETA: 4s - loss: 0.0041
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0043
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0043
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0043
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0044
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0044
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0045
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0044
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0044
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0043
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0043
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0044
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0044
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0044
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0044
2816/6400 [============>.................] - ETA: 2s - loss: 0.0044
2944/6400 [============>.................] - ETA: 2s - loss: 0.0044
3072/6400 [=============>................] - ETA: 2s - loss: 0.0044
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0044
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0044
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0043
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0043
3712/6400 [================>.............] - ETA: 1s - loss: 0.0043
3840/6400 [=================>............] - ETA: 1s - loss: 0.0043
3968/6400 [=================>............] - ETA: 1s - loss: 0.0043
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0043
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0043
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0042
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0042
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0042
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0043
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0042
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0042
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0042
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0042
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0042
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0042
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0043
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0042
6272/6400 [============================>.] - ETA: 0s - loss: 0.0042
6400/6400 [==============================] - 5s 757us/sample - loss: 0.0042 - val_loss: 0.0059
Epoch 43/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0064
 192/6400 [..............................] - ETA: 4s - loss: 0.0050
 320/6400 [>.............................] - ETA: 4s - loss: 0.0046
 448/6400 [=>............................] - ETA: 4s - loss: 0.0045
 576/6400 [=>............................] - ETA: 4s - loss: 0.0045
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0047
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0046
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0044
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0043
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0043
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0042
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0042
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0043
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0043
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0043
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0042
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0041
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0041
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0041
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0041
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0041
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0041
2880/6400 [============>.................] - ETA: 2s - loss: 0.0041
3008/6400 [=============>................] - ETA: 2s - loss: 0.0041
3136/6400 [=============>................] - ETA: 2s - loss: 0.0041
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0041
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0042
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0042
3648/6400 [================>.............] - ETA: 2s - loss: 0.0042
3776/6400 [================>.............] - ETA: 1s - loss: 0.0042
3904/6400 [=================>............] - ETA: 1s - loss: 0.0042
4032/6400 [=================>............] - ETA: 1s - loss: 0.0042
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0043
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0042
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0042
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0042
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0042
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0041
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0041
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0041
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0042
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0041
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0041
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0041
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0042
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0042
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0042
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0042
6208/6400 [============================>.] - ETA: 0s - loss: 0.0042
6336/6400 [============================>.] - ETA: 0s - loss: 0.0042
6400/6400 [==============================] - 5s 754us/sample - loss: 0.0042 - val_loss: 0.0055
Epoch 44/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0024
 192/6400 [..............................] - ETA: 4s - loss: 0.0040
 320/6400 [>.............................] - ETA: 4s - loss: 0.0042
 448/6400 [=>............................] - ETA: 4s - loss: 0.0042
 576/6400 [=>............................] - ETA: 4s - loss: 0.0044
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0044
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0043
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0042
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0042
1152/6400 [====>.........................] - ETA: 4s - loss: 0.0042
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0041
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0040
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0042
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0041
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2432/6400 [==========>...................] - ETA: 3s - loss: 0.0042
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0042
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0042
2816/6400 [============>.................] - ETA: 2s - loss: 0.0042
2944/6400 [============>.................] - ETA: 2s - loss: 0.0042
3072/6400 [=============>................] - ETA: 2s - loss: 0.0041
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0042
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0042
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0042
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0042
3712/6400 [================>.............] - ETA: 2s - loss: 0.0042
3840/6400 [=================>............] - ETA: 1s - loss: 0.0042
3968/6400 [=================>............] - ETA: 1s - loss: 0.0042
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0042
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0042
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0042
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0042
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0042
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0042
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0042
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0042
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0042
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0042
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0042
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0042
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0042
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0041
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0041
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0042
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0041
6272/6400 [============================>.] - ETA: 0s - loss: 0.0041
6400/6400 [==============================] - 5s 761us/sample - loss: 0.0041 - val_loss: 0.0057
Epoch 45/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0047
 192/6400 [..............................] - ETA: 4s - loss: 0.0040
 320/6400 [>.............................] - ETA: 4s - loss: 0.0041
 448/6400 [=>............................] - ETA: 4s - loss: 0.0040
 576/6400 [=>............................] - ETA: 4s - loss: 0.0040
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0041
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0041
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0041
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0041
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0040
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0041
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0041
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0042
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0042
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0042
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0042
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0042
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0042
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0042
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0041
2880/6400 [============>.................] - ETA: 2s - loss: 0.0042
3008/6400 [=============>................] - ETA: 2s - loss: 0.0041
3136/6400 [=============>................] - ETA: 2s - loss: 0.0041
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0041
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0041
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0041
3648/6400 [================>.............] - ETA: 2s - loss: 0.0041
3776/6400 [================>.............] - ETA: 1s - loss: 0.0041
3904/6400 [=================>............] - ETA: 1s - loss: 0.0041
4032/6400 [=================>............] - ETA: 1s - loss: 0.0041
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0041
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0041
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0041
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0041
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0041
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0041
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0041
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0041
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0041
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0041
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0041
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0041
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0041
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0041
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0041
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0041
6208/6400 [============================>.] - ETA: 0s - loss: 0.0041
6336/6400 [============================>.] - ETA: 0s - loss: 0.0041
6400/6400 [==============================] - 5s 754us/sample - loss: 0.0041 - val_loss: 0.0063
Epoch 46/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0030
 128/6400 [..............................] - ETA: 4s - loss: 0.0031
 256/6400 [>.............................] - ETA: 4s - loss: 0.0036
 384/6400 [>.............................] - ETA: 4s - loss: 0.0036
 512/6400 [=>............................] - ETA: 4s - loss: 0.0039
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0038
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0038
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0040
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0041
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0041
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0041
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0041
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0041
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0041
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0041
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0041
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0041
2816/6400 [============>.................] - ETA: 2s - loss: 0.0041
2944/6400 [============>.................] - ETA: 2s - loss: 0.0042
3072/6400 [=============>................] - ETA: 2s - loss: 0.0042
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0042
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0042
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0042
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0042
3712/6400 [================>.............] - ETA: 1s - loss: 0.0042
3840/6400 [=================>............] - ETA: 1s - loss: 0.0042
3968/6400 [=================>............] - ETA: 1s - loss: 0.0041
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0042
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0042
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0041
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0041
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0041
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0041
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0041
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0041
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0041
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0041
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0041
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0041
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0041
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0041
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0041
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0041
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0041
6272/6400 [============================>.] - ETA: 0s - loss: 0.0041
6400/6400 [==============================] - 5s 756us/sample - loss: 0.0041 - val_loss: 0.0060
Epoch 47/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0040
 128/6400 [..............................] - ETA: 4s - loss: 0.0037
 256/6400 [>.............................] - ETA: 4s - loss: 0.0041
 384/6400 [>.............................] - ETA: 4s - loss: 0.0040
 512/6400 [=>............................] - ETA: 4s - loss: 0.0041
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0042
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0042
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0044
1024/6400 [===>..........................] - ETA: 3s - loss: 0.0045
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0045
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0045
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0045
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0044
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0044
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0043
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0043
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0042
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0043
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0043
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0043
2816/6400 [============>.................] - ETA: 2s - loss: 0.0043
2944/6400 [============>.................] - ETA: 2s - loss: 0.0043
3072/6400 [=============>................] - ETA: 2s - loss: 0.0043
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0043
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0043
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0042
3712/6400 [================>.............] - ETA: 1s - loss: 0.0042
3840/6400 [=================>............] - ETA: 1s - loss: 0.0042
3968/6400 [=================>............] - ETA: 1s - loss: 0.0042
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0042
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0042
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0042
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0042
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0041
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0041
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0041
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0041
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0041
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0041
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0041
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0041
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0041
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0041
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0041
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0041
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0041
6272/6400 [============================>.] - ETA: 0s - loss: 0.0041
6400/6400 [==============================] - 5s 752us/sample - loss: 0.0041 - val_loss: 0.0060
Epoch 48/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0034
 192/6400 [..............................] - ETA: 4s - loss: 0.0036
 320/6400 [>.............................] - ETA: 4s - loss: 0.0033
 448/6400 [=>............................] - ETA: 4s - loss: 0.0034
 576/6400 [=>............................] - ETA: 4s - loss: 0.0037
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0038
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0037
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0036
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0037
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0036
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0036
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2880/6400 [============>.................] - ETA: 2s - loss: 0.0038
3008/6400 [=============>................] - ETA: 2s - loss: 0.0038
3136/6400 [=============>................] - ETA: 2s - loss: 0.0039
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0040
3648/6400 [================>.............] - ETA: 2s - loss: 0.0039
3776/6400 [================>.............] - ETA: 1s - loss: 0.0039
3904/6400 [=================>............] - ETA: 1s - loss: 0.0039
4032/6400 [=================>............] - ETA: 1s - loss: 0.0039
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0039
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0039
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0040
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0039
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0040
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0041
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0041
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0041
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0041
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0041
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0040
6208/6400 [============================>.] - ETA: 0s - loss: 0.0041
6336/6400 [============================>.] - ETA: 0s - loss: 0.0041
6400/6400 [==============================] - 5s 756us/sample - loss: 0.0040 - val_loss: 0.0061
Epoch 49/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0026
 192/6400 [..............................] - ETA: 4s - loss: 0.0040
 320/6400 [>.............................] - ETA: 4s - loss: 0.0037
 448/6400 [=>............................] - ETA: 4s - loss: 0.0034
 576/6400 [=>............................] - ETA: 4s - loss: 0.0034
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0039
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0039
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0041
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0041
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0040
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2880/6400 [============>.................] - ETA: 2s - loss: 0.0040
3008/6400 [=============>................] - ETA: 2s - loss: 0.0039
3136/6400 [=============>................] - ETA: 2s - loss: 0.0040
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0041
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0041
3648/6400 [================>.............] - ETA: 2s - loss: 0.0041
3776/6400 [================>.............] - ETA: 1s - loss: 0.0041
3904/6400 [=================>............] - ETA: 1s - loss: 0.0041
4032/6400 [=================>............] - ETA: 1s - loss: 0.0041
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0041
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0041
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0041
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0041
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0040
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0040
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0040
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0040
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0040
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0040
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0040
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0041
6272/6400 [============================>.] - ETA: 0s - loss: 0.0041
6400/6400 [==============================] - 5s 753us/sample - loss: 0.0041 - val_loss: 0.0057
Epoch 50/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0031
 192/6400 [..............................] - ETA: 4s - loss: 0.0038
 320/6400 [>.............................] - ETA: 4s - loss: 0.0040
 448/6400 [=>............................] - ETA: 4s - loss: 0.0039
 576/6400 [=>............................] - ETA: 4s - loss: 0.0039
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0038
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0039
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0039
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0039
2880/6400 [============>.................] - ETA: 2s - loss: 0.0039
3008/6400 [=============>................] - ETA: 2s - loss: 0.0039
3136/6400 [=============>................] - ETA: 2s - loss: 0.0039
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0040
3648/6400 [================>.............] - ETA: 2s - loss: 0.0040
3776/6400 [================>.............] - ETA: 1s - loss: 0.0039
3904/6400 [=================>............] - ETA: 1s - loss: 0.0039
4032/6400 [=================>............] - ETA: 1s - loss: 0.0040
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0040
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0040
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0040
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0040
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0040
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0040
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0040
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0040
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0040
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0040
6208/6400 [============================>.] - ETA: 0s - loss: 0.0040
6336/6400 [============================>.] - ETA: 0s - loss: 0.0040
6400/6400 [==============================] - 5s 747us/sample - loss: 0.0040 - val_loss: 0.0062
Epoch 51/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0034
 192/6400 [..............................] - ETA: 4s - loss: 0.0034
 320/6400 [>.............................] - ETA: 4s - loss: 0.0037
 448/6400 [=>............................] - ETA: 4s - loss: 0.0036
 576/6400 [=>............................] - ETA: 4s - loss: 0.0035
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0035
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0037
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2880/6400 [============>.................] - ETA: 2s - loss: 0.0038
3008/6400 [=============>................] - ETA: 2s - loss: 0.0038
3136/6400 [=============>................] - ETA: 2s - loss: 0.0038
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3648/6400 [================>.............] - ETA: 2s - loss: 0.0038
3776/6400 [================>.............] - ETA: 1s - loss: 0.0038
3904/6400 [=================>............] - ETA: 1s - loss: 0.0038
4032/6400 [=================>............] - ETA: 1s - loss: 0.0038
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0039
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0039
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0039
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0039
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0039
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0039
6208/6400 [============================>.] - ETA: 0s - loss: 0.0040
6336/6400 [============================>.] - ETA: 0s - loss: 0.0040
6400/6400 [==============================] - 5s 753us/sample - loss: 0.0040 - val_loss: 0.0056
Epoch 52/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0037
 192/6400 [..............................] - ETA: 4s - loss: 0.0041
 320/6400 [>.............................] - ETA: 4s - loss: 0.0038
 448/6400 [=>............................] - ETA: 4s - loss: 0.0041
 576/6400 [=>............................] - ETA: 4s - loss: 0.0045
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0043
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0043
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0042
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0041
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0042
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0042
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0042
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0042
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0041
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0041
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0040
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2880/6400 [============>.................] - ETA: 2s - loss: 0.0039
3008/6400 [=============>................] - ETA: 2s - loss: 0.0039
3136/6400 [=============>................] - ETA: 2s - loss: 0.0039
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0039
3648/6400 [================>.............] - ETA: 2s - loss: 0.0039
3776/6400 [================>.............] - ETA: 1s - loss: 0.0039
3904/6400 [=================>............] - ETA: 1s - loss: 0.0039
4032/6400 [=================>............] - ETA: 1s - loss: 0.0039
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0040
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0040
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0040
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0040
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0040
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0040
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0040
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0040
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0040
6208/6400 [============================>.] - ETA: 0s - loss: 0.0040
6336/6400 [============================>.] - ETA: 0s - loss: 0.0040
6400/6400 [==============================] - 5s 753us/sample - loss: 0.0040 - val_loss: 0.0054
Epoch 53/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0037
 192/6400 [..............................] - ETA: 4s - loss: 0.0043
 320/6400 [>.............................] - ETA: 4s - loss: 0.0041
 448/6400 [=>............................] - ETA: 4s - loss: 0.0042
 576/6400 [=>............................] - ETA: 4s - loss: 0.0043
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0041
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0040
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0040
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0040
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0042
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0041
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0042
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0041
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0041
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0042
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0041
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0042
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0041
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2880/6400 [============>.................] - ETA: 2s - loss: 0.0041
3008/6400 [=============>................] - ETA: 2s - loss: 0.0041
3136/6400 [=============>................] - ETA: 2s - loss: 0.0041
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0040
3648/6400 [================>.............] - ETA: 2s - loss: 0.0040
3776/6400 [================>.............] - ETA: 1s - loss: 0.0040
3904/6400 [=================>............] - ETA: 1s - loss: 0.0040
4032/6400 [=================>............] - ETA: 1s - loss: 0.0040
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0040
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0039
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0039
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0040
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0040
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0040
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0040
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0040
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0040
6208/6400 [============================>.] - ETA: 0s - loss: 0.0040
6336/6400 [============================>.] - ETA: 0s - loss: 0.0040
6400/6400 [==============================] - 5s 754us/sample - loss: 0.0040 - val_loss: 0.0070
Epoch 54/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0056
 128/6400 [..............................] - ETA: 4s - loss: 0.0040
 192/6400 [..............................] - ETA: 4s - loss: 0.0038
 320/6400 [>.............................] - ETA: 4s - loss: 0.0042
 448/6400 [=>............................] - ETA: 4s - loss: 0.0041
 576/6400 [=>............................] - ETA: 4s - loss: 0.0038
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0037
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0037
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0040
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0041
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0040
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0040
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2880/6400 [============>.................] - ETA: 2s - loss: 0.0040
3008/6400 [=============>................] - ETA: 2s - loss: 0.0040
3136/6400 [=============>................] - ETA: 2s - loss: 0.0041
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0041
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0041
3648/6400 [================>.............] - ETA: 2s - loss: 0.0040
3776/6400 [================>.............] - ETA: 1s - loss: 0.0040
3904/6400 [=================>............] - ETA: 1s - loss: 0.0040
4032/6400 [=================>............] - ETA: 1s - loss: 0.0040
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0041
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0040
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0040
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0040
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0039
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0039
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0039
6208/6400 [============================>.] - ETA: 0s - loss: 0.0039
6336/6400 [============================>.] - ETA: 0s - loss: 0.0040
6400/6400 [==============================] - 5s 759us/sample - loss: 0.0040 - val_loss: 0.0059
Epoch 55/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0021
 192/6400 [..............................] - ETA: 4s - loss: 0.0033
 320/6400 [>.............................] - ETA: 4s - loss: 0.0040
 448/6400 [=>............................] - ETA: 4s - loss: 0.0040
 576/6400 [=>............................] - ETA: 4s - loss: 0.0042
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0043
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0041
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0041
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0040
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0041
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0041
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0042
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0042
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0041
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0040
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2880/6400 [============>.................] - ETA: 2s - loss: 0.0040
3008/6400 [=============>................] - ETA: 2s - loss: 0.0040
3136/6400 [=============>................] - ETA: 2s - loss: 0.0039
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0039
3648/6400 [================>.............] - ETA: 2s - loss: 0.0040
3776/6400 [================>.............] - ETA: 1s - loss: 0.0040
3904/6400 [=================>............] - ETA: 1s - loss: 0.0040
4032/6400 [=================>............] - ETA: 1s - loss: 0.0039
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0039
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0040
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0040
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0040
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0040
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0040
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0040
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0040
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0039
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0040
6208/6400 [============================>.] - ETA: 0s - loss: 0.0039
6336/6400 [============================>.] - ETA: 0s - loss: 0.0040
6400/6400 [==============================] - 5s 751us/sample - loss: 0.0040 - val_loss: 0.0060
Epoch 56/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0034
 192/6400 [..............................] - ETA: 4s - loss: 0.0033
 320/6400 [>.............................] - ETA: 4s - loss: 0.0036
 448/6400 [=>............................] - ETA: 4s - loss: 0.0038
 576/6400 [=>............................] - ETA: 4s - loss: 0.0037
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0037
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0037
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0036
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0036
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0039
2880/6400 [============>.................] - ETA: 2s - loss: 0.0039
3008/6400 [=============>................] - ETA: 2s - loss: 0.0039
3136/6400 [=============>................] - ETA: 2s - loss: 0.0038
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0039
3648/6400 [================>.............] - ETA: 2s - loss: 0.0038
3776/6400 [================>.............] - ETA: 1s - loss: 0.0039
3904/6400 [=================>............] - ETA: 1s - loss: 0.0039
4032/6400 [=================>............] - ETA: 1s - loss: 0.0039
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0039
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0039
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0039
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0039
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0039
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0039
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0039
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0039
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0040
6208/6400 [============================>.] - ETA: 0s - loss: 0.0039
6336/6400 [============================>.] - ETA: 0s - loss: 0.0039
6400/6400 [==============================] - 5s 754us/sample - loss: 0.0040 - val_loss: 0.0059
Epoch 57/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0050
 192/6400 [..............................] - ETA: 4s - loss: 0.0040
 320/6400 [>.............................] - ETA: 4s - loss: 0.0036
 448/6400 [=>............................] - ETA: 4s - loss: 0.0037
 576/6400 [=>............................] - ETA: 4s - loss: 0.0039
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0040
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0040
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0040
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0040
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0042
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0041
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0041
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0039
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0039
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2880/6400 [============>.................] - ETA: 2s - loss: 0.0039
3008/6400 [=============>................] - ETA: 2s - loss: 0.0039
3136/6400 [=============>................] - ETA: 2s - loss: 0.0039
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0040
3648/6400 [================>.............] - ETA: 2s - loss: 0.0040
3776/6400 [================>.............] - ETA: 1s - loss: 0.0040
3904/6400 [=================>............] - ETA: 1s - loss: 0.0040
4032/6400 [=================>............] - ETA: 1s - loss: 0.0041
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0041
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0040
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0039
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0040
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0039
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0039
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0039
6208/6400 [============================>.] - ETA: 0s - loss: 0.0039
6336/6400 [============================>.] - ETA: 0s - loss: 0.0039
6400/6400 [==============================] - 5s 751us/sample - loss: 0.0039 - val_loss: 0.0061
Epoch 58/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0033
 192/6400 [..............................] - ETA: 4s - loss: 0.0029
 320/6400 [>.............................] - ETA: 4s - loss: 0.0030
 448/6400 [=>............................] - ETA: 4s - loss: 0.0032
 576/6400 [=>............................] - ETA: 4s - loss: 0.0031
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0035
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0037
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0039
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0039
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0039
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0039
2880/6400 [============>.................] - ETA: 2s - loss: 0.0039
3008/6400 [=============>................] - ETA: 2s - loss: 0.0039
3136/6400 [=============>................] - ETA: 2s - loss: 0.0039
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0040
3648/6400 [================>.............] - ETA: 2s - loss: 0.0040
3776/6400 [================>.............] - ETA: 1s - loss: 0.0040
3904/6400 [=================>............] - ETA: 1s - loss: 0.0040
4032/6400 [=================>............] - ETA: 1s - loss: 0.0040
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0040
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0040
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0040
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0040
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0040
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0040
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0040
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0039
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0039
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0039
6208/6400 [============================>.] - ETA: 0s - loss: 0.0040
6336/6400 [============================>.] - ETA: 0s - loss: 0.0040
6400/6400 [==============================] - 5s 753us/sample - loss: 0.0040 - val_loss: 0.0054
Epoch 59/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0048
 192/6400 [..............................] - ETA: 4s - loss: 0.0043
 320/6400 [>.............................] - ETA: 4s - loss: 0.0044
 448/6400 [=>............................] - ETA: 4s - loss: 0.0043
 576/6400 [=>............................] - ETA: 4s - loss: 0.0042
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0041
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0040
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0040
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0040
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0039
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0039
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0039
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0039
2880/6400 [============>.................] - ETA: 2s - loss: 0.0039
3008/6400 [=============>................] - ETA: 2s - loss: 0.0039
3136/6400 [=============>................] - ETA: 2s - loss: 0.0038
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0039
3648/6400 [================>.............] - ETA: 2s - loss: 0.0038
3776/6400 [================>.............] - ETA: 1s - loss: 0.0038
3904/6400 [=================>............] - ETA: 1s - loss: 0.0038
4032/6400 [=================>............] - ETA: 1s - loss: 0.0038
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0039
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0039
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0039
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0039
6208/6400 [============================>.] - ETA: 0s - loss: 0.0039
6336/6400 [============================>.] - ETA: 0s - loss: 0.0039
6400/6400 [==============================] - 5s 749us/sample - loss: 0.0039 - val_loss: 0.0062
Epoch 60/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0040
 192/6400 [..............................] - ETA: 4s - loss: 0.0034
 320/6400 [>.............................] - ETA: 4s - loss: 0.0037
 448/6400 [=>............................] - ETA: 4s - loss: 0.0037
 576/6400 [=>............................] - ETA: 4s - loss: 0.0039
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0041
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0041
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0042
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0043
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0044
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0044
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0042
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0042
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0039
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2880/6400 [============>.................] - ETA: 2s - loss: 0.0040
3008/6400 [=============>................] - ETA: 2s - loss: 0.0039
3136/6400 [=============>................] - ETA: 2s - loss: 0.0039
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0039
3648/6400 [================>.............] - ETA: 2s - loss: 0.0039
3776/6400 [================>.............] - ETA: 1s - loss: 0.0039
3904/6400 [=================>............] - ETA: 1s - loss: 0.0039
4032/6400 [=================>............] - ETA: 1s - loss: 0.0039
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0040
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0039
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0039
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0039
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0040
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0039
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0040
6208/6400 [============================>.] - ETA: 0s - loss: 0.0040
6336/6400 [============================>.] - ETA: 0s - loss: 0.0040
6400/6400 [==============================] - 5s 752us/sample - loss: 0.0040 - val_loss: 0.0054
Epoch 61/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0041
 192/6400 [..............................] - ETA: 4s - loss: 0.0037
 320/6400 [>.............................] - ETA: 4s - loss: 0.0045
 448/6400 [=>............................] - ETA: 4s - loss: 0.0045
 576/6400 [=>............................] - ETA: 4s - loss: 0.0044
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0046
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0046
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0045
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0045
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0044
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0043
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0042
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0042
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0039
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0039
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0039
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0039
2816/6400 [============>.................] - ETA: 2s - loss: 0.0039
2944/6400 [============>.................] - ETA: 2s - loss: 0.0039
3072/6400 [=============>................] - ETA: 2s - loss: 0.0039
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0039
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0040
3712/6400 [================>.............] - ETA: 2s - loss: 0.0040
3840/6400 [=================>............] - ETA: 1s - loss: 0.0041
3968/6400 [=================>............] - ETA: 1s - loss: 0.0041
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0041
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0041
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0041
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0041
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0041
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0041
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0041
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0041
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0041
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0041
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0041
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0041
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0040
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0040
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0040
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0040
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0040
6272/6400 [============================>.] - ETA: 0s - loss: 0.0040
6400/6400 [==============================] - 5s 757us/sample - loss: 0.0040 - val_loss: 0.0060
Epoch 62/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0045
 192/6400 [..............................] - ETA: 4s - loss: 0.0043
 320/6400 [>.............................] - ETA: 4s - loss: 0.0038
 448/6400 [=>............................] - ETA: 4s - loss: 0.0038
 576/6400 [=>............................] - ETA: 4s - loss: 0.0038
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0037
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0037
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0038
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0036
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0036
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0036
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0037
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2880/6400 [============>.................] - ETA: 2s - loss: 0.0037
3008/6400 [=============>................] - ETA: 2s - loss: 0.0038
3136/6400 [=============>................] - ETA: 2s - loss: 0.0038
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3648/6400 [================>.............] - ETA: 2s - loss: 0.0038
3776/6400 [================>.............] - ETA: 1s - loss: 0.0038
3904/6400 [=================>............] - ETA: 1s - loss: 0.0038
4032/6400 [=================>............] - ETA: 1s - loss: 0.0038
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0039
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0039
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0039
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0039
6208/6400 [============================>.] - ETA: 0s - loss: 0.0039
6336/6400 [============================>.] - ETA: 0s - loss: 0.0039
6400/6400 [==============================] - 5s 754us/sample - loss: 0.0039 - val_loss: 0.0054
Epoch 63/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0050
 192/6400 [..............................] - ETA: 4s - loss: 0.0040
 320/6400 [>.............................] - ETA: 4s - loss: 0.0042
 448/6400 [=>............................] - ETA: 4s - loss: 0.0040
 576/6400 [=>............................] - ETA: 4s - loss: 0.0042
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0040
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0038
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0040
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2816/6400 [============>.................] - ETA: 2s - loss: 0.0040
2944/6400 [============>.................] - ETA: 2s - loss: 0.0040
3072/6400 [=============>................] - ETA: 2s - loss: 0.0040
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0040
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0040
3712/6400 [================>.............] - ETA: 1s - loss: 0.0041
3840/6400 [=================>............] - ETA: 1s - loss: 0.0040
3968/6400 [=================>............] - ETA: 1s - loss: 0.0040
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0040
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0040
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0040
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0040
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0040
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0040
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0040
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0040
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0040
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0040
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0040
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0040
6272/6400 [============================>.] - ETA: 0s - loss: 0.0040
6400/6400 [==============================] - 5s 753us/sample - loss: 0.0040 - val_loss: 0.0071
Epoch 64/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0051
 192/6400 [..............................] - ETA: 4s - loss: 0.0056
 320/6400 [>.............................] - ETA: 4s - loss: 0.0052
 448/6400 [=>............................] - ETA: 4s - loss: 0.0048
 576/6400 [=>............................] - ETA: 4s - loss: 0.0044
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0043
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0042
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0042
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0041
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0041
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0040
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0040
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0041
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0039
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0039
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2880/6400 [============>.................] - ETA: 2s - loss: 0.0039
3008/6400 [=============>................] - ETA: 2s - loss: 0.0040
3136/6400 [=============>................] - ETA: 2s - loss: 0.0039
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0039
3648/6400 [================>.............] - ETA: 2s - loss: 0.0039
3776/6400 [================>.............] - ETA: 1s - loss: 0.0039
3904/6400 [=================>............] - ETA: 1s - loss: 0.0040
4032/6400 [=================>............] - ETA: 1s - loss: 0.0040
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0040
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0039
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0039
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0039
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0039
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0039
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0039
6208/6400 [============================>.] - ETA: 0s - loss: 0.0039
6336/6400 [============================>.] - ETA: 0s - loss: 0.0039
6400/6400 [==============================] - 5s 752us/sample - loss: 0.0039 - val_loss: 0.0059
Epoch 65/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0035
 192/6400 [..............................] - ETA: 4s - loss: 0.0034
 320/6400 [>.............................] - ETA: 4s - loss: 0.0039
 448/6400 [=>............................] - ETA: 4s - loss: 0.0043
 576/6400 [=>............................] - ETA: 4s - loss: 0.0043
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0041
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0042
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0042
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0042
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0041
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0041
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0040
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0040
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0039
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0039
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2816/6400 [============>.................] - ETA: 2s - loss: 0.0039
2944/6400 [============>.................] - ETA: 2s - loss: 0.0039
3072/6400 [=============>................] - ETA: 2s - loss: 0.0039
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0039
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0039
3712/6400 [================>.............] - ETA: 1s - loss: 0.0039
3840/6400 [=================>............] - ETA: 1s - loss: 0.0039
3968/6400 [=================>............] - ETA: 1s - loss: 0.0039
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0039
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0039
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0039
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0039
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0039
6272/6400 [============================>.] - ETA: 0s - loss: 0.0039
6400/6400 [==============================] - 5s 752us/sample - loss: 0.0039 - val_loss: 0.0055
Epoch 66/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0031
 192/6400 [..............................] - ETA: 4s - loss: 0.0046
 320/6400 [>.............................] - ETA: 4s - loss: 0.0040
 448/6400 [=>............................] - ETA: 4s - loss: 0.0041
 576/6400 [=>............................] - ETA: 4s - loss: 0.0040
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0040
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 960/6400 [===>..........................] - ETA: 3s - loss: 0.0037
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0039
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0039
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0039
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2880/6400 [============>.................] - ETA: 2s - loss: 0.0040
3008/6400 [=============>................] - ETA: 2s - loss: 0.0040
3136/6400 [=============>................] - ETA: 2s - loss: 0.0040
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0040
3648/6400 [================>.............] - ETA: 2s - loss: 0.0040
3776/6400 [================>.............] - ETA: 1s - loss: 0.0040
3904/6400 [=================>............] - ETA: 1s - loss: 0.0040
4032/6400 [=================>............] - ETA: 1s - loss: 0.0040
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0040
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0039
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0040
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0039
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0040
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0039
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0039
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0039
6208/6400 [============================>.] - ETA: 0s - loss: 0.0039
6336/6400 [============================>.] - ETA: 0s - loss: 0.0039
6400/6400 [==============================] - 5s 751us/sample - loss: 0.0039 - val_loss: 0.0071
Epoch 67/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0029
 192/6400 [..............................] - ETA: 4s - loss: 0.0039
 320/6400 [>.............................] - ETA: 4s - loss: 0.0034
 448/6400 [=>............................] - ETA: 4s - loss: 0.0035
 576/6400 [=>............................] - ETA: 4s - loss: 0.0033
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0032
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0033
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0033
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0034
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0035
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0035
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0039
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0039
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0039
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0039
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0039
2880/6400 [============>.................] - ETA: 2s - loss: 0.0040
3008/6400 [=============>................] - ETA: 2s - loss: 0.0040
3136/6400 [=============>................] - ETA: 2s - loss: 0.0039
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0039
3648/6400 [================>.............] - ETA: 2s - loss: 0.0040
3776/6400 [================>.............] - ETA: 1s - loss: 0.0039
3904/6400 [=================>............] - ETA: 1s - loss: 0.0040
4032/6400 [=================>............] - ETA: 1s - loss: 0.0039
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0039
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0039
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0039
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0039
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0039
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0039
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0039
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0039
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0039
6208/6400 [============================>.] - ETA: 0s - loss: 0.0039
6336/6400 [============================>.] - ETA: 0s - loss: 0.0039
6400/6400 [==============================] - 5s 751us/sample - loss: 0.0039 - val_loss: 0.0059
Epoch 68/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0025
 192/6400 [..............................] - ETA: 4s - loss: 0.0030
 320/6400 [>.............................] - ETA: 4s - loss: 0.0032
 448/6400 [=>............................] - ETA: 4s - loss: 0.0034
 576/6400 [=>............................] - ETA: 4s - loss: 0.0035
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0035
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0034
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0034
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0034
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0035
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0035
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0035
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0035
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0035
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0036
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2880/6400 [============>.................] - ETA: 2s - loss: 0.0037
2944/6400 [============>.................] - ETA: 2s - loss: 0.0037
3072/6400 [=============>................] - ETA: 2s - loss: 0.0037
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3712/6400 [================>.............] - ETA: 1s - loss: 0.0038
3840/6400 [=================>............] - ETA: 1s - loss: 0.0038
3968/6400 [=================>............] - ETA: 1s - loss: 0.0037
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0039
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0039
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0039
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0039
6272/6400 [============================>.] - ETA: 0s - loss: 0.0039
6400/6400 [==============================] - 5s 753us/sample - loss: 0.0039 - val_loss: 0.0053
Epoch 69/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0041
 192/6400 [..............................] - ETA: 4s - loss: 0.0035
 320/6400 [>.............................] - ETA: 4s - loss: 0.0036
 448/6400 [=>............................] - ETA: 4s - loss: 0.0038
 576/6400 [=>............................] - ETA: 4s - loss: 0.0040
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0040
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0040
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0039
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0039
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0039
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0039
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0039
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2880/6400 [============>.................] - ETA: 2s - loss: 0.0040
3008/6400 [=============>................] - ETA: 2s - loss: 0.0040
3136/6400 [=============>................] - ETA: 2s - loss: 0.0040
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0040
3648/6400 [================>.............] - ETA: 2s - loss: 0.0040
3776/6400 [================>.............] - ETA: 1s - loss: 0.0040
3904/6400 [=================>............] - ETA: 1s - loss: 0.0040
4032/6400 [=================>............] - ETA: 1s - loss: 0.0040
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0040
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0040
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0040
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0039
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0039
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0039
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0039
6208/6400 [============================>.] - ETA: 0s - loss: 0.0039
6336/6400 [============================>.] - ETA: 0s - loss: 0.0039
6400/6400 [==============================] - 5s 749us/sample - loss: 0.0039 - val_loss: 0.0069
Epoch 70/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0030
 192/6400 [..............................] - ETA: 4s - loss: 0.0035
 320/6400 [>.............................] - ETA: 4s - loss: 0.0041
 448/6400 [=>............................] - ETA: 4s - loss: 0.0048
 576/6400 [=>............................] - ETA: 4s - loss: 0.0046
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0043
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0044
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0043
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0043
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0042
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0041
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0041
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0040
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0041
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0041
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0041
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2880/6400 [============>.................] - ETA: 2s - loss: 0.0040
3008/6400 [=============>................] - ETA: 2s - loss: 0.0040
3136/6400 [=============>................] - ETA: 2s - loss: 0.0040
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0039
3648/6400 [================>.............] - ETA: 2s - loss: 0.0040
3776/6400 [================>.............] - ETA: 1s - loss: 0.0040
3904/6400 [=================>............] - ETA: 1s - loss: 0.0040
4032/6400 [=================>............] - ETA: 1s - loss: 0.0040
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0040
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0039
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0040
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0040
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0040
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0040
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0040
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0040
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0040
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0040
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0040
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0039
6208/6400 [============================>.] - ETA: 0s - loss: 0.0039
6336/6400 [============================>.] - ETA: 0s - loss: 0.0039
6400/6400 [==============================] - 5s 749us/sample - loss: 0.0039 - val_loss: 0.0063
Epoch 71/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0038
 192/6400 [..............................] - ETA: 4s - loss: 0.0039
 320/6400 [>.............................] - ETA: 4s - loss: 0.0045
 448/6400 [=>............................] - ETA: 4s - loss: 0.0047
 576/6400 [=>............................] - ETA: 4s - loss: 0.0045
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0043
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0043
 960/6400 [===>..........................] - ETA: 3s - loss: 0.0042
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0043
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0042
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0042
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0042
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0042
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0040
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0041
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0041
2880/6400 [============>.................] - ETA: 2s - loss: 0.0041
3008/6400 [=============>................] - ETA: 2s - loss: 0.0040
3136/6400 [=============>................] - ETA: 2s - loss: 0.0040
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0040
3648/6400 [================>.............] - ETA: 2s - loss: 0.0040
3776/6400 [================>.............] - ETA: 1s - loss: 0.0040
3904/6400 [=================>............] - ETA: 1s - loss: 0.0040
4032/6400 [=================>............] - ETA: 1s - loss: 0.0039
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0040
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0039
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0039
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0039
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0039
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0039
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0039
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0039
6272/6400 [============================>.] - ETA: 0s - loss: 0.0039
6400/6400 [==============================] - 5s 747us/sample - loss: 0.0039 - val_loss: 0.0065
Epoch 72/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0029
 192/6400 [..............................] - ETA: 4s - loss: 0.0038
 320/6400 [>.............................] - ETA: 4s - loss: 0.0038
 448/6400 [=>............................] - ETA: 4s - loss: 0.0039
 576/6400 [=>............................] - ETA: 4s - loss: 0.0042
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0040
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0040
 960/6400 [===>..........................] - ETA: 3s - loss: 0.0039
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0040
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0040
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0040
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0039
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0039
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0039
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0039
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0039
2880/6400 [============>.................] - ETA: 2s - loss: 0.0039
3008/6400 [=============>................] - ETA: 2s - loss: 0.0038
3136/6400 [=============>................] - ETA: 2s - loss: 0.0038
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3648/6400 [================>.............] - ETA: 2s - loss: 0.0038
3776/6400 [================>.............] - ETA: 1s - loss: 0.0038
3904/6400 [=================>............] - ETA: 1s - loss: 0.0038
4032/6400 [=================>............] - ETA: 1s - loss: 0.0038
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0039
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0039
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0039
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 749us/sample - loss: 0.0038 - val_loss: 0.0059
Epoch 73/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0039
 192/6400 [..............................] - ETA: 4s - loss: 0.0048
 320/6400 [>.............................] - ETA: 4s - loss: 0.0045
 448/6400 [=>............................] - ETA: 4s - loss: 0.0042
 576/6400 [=>............................] - ETA: 4s - loss: 0.0041
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0041
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0041
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0040
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0040
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0040
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0039
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0036
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0036
2816/6400 [============>.................] - ETA: 2s - loss: 0.0036
2944/6400 [============>.................] - ETA: 2s - loss: 0.0036
3072/6400 [=============>................] - ETA: 2s - loss: 0.0036
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0036
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0036
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0036
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3712/6400 [================>.............] - ETA: 1s - loss: 0.0037
3840/6400 [=================>............] - ETA: 1s - loss: 0.0037
3968/6400 [=================>............] - ETA: 1s - loss: 0.0037
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6272/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 750us/sample - loss: 0.0038 - val_loss: 0.0060
Epoch 74/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0024
 192/6400 [..............................] - ETA: 4s - loss: 0.0035
 320/6400 [>.............................] - ETA: 4s - loss: 0.0036
 448/6400 [=>............................] - ETA: 4s - loss: 0.0038
 576/6400 [=>............................] - ETA: 4s - loss: 0.0040
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 960/6400 [===>..........................] - ETA: 3s - loss: 0.0039
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0040
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0039
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0039
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0039
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2880/6400 [============>.................] - ETA: 2s - loss: 0.0039
3008/6400 [=============>................] - ETA: 2s - loss: 0.0038
3136/6400 [=============>................] - ETA: 2s - loss: 0.0038
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0039
3648/6400 [================>.............] - ETA: 2s - loss: 0.0039
3776/6400 [================>.............] - ETA: 1s - loss: 0.0039
3904/6400 [=================>............] - ETA: 1s - loss: 0.0039
4032/6400 [=================>............] - ETA: 1s - loss: 0.0038
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0039
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0039
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0039
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0039
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0039
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0039
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0039
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0039
6208/6400 [============================>.] - ETA: 0s - loss: 0.0039
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 747us/sample - loss: 0.0038 - val_loss: 0.0065
Epoch 75/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0023
 128/6400 [..............................] - ETA: 4s - loss: 0.0039
 192/6400 [..............................] - ETA: 5s - loss: 0.0038
 256/6400 [>.............................] - ETA: 4s - loss: 0.0035
 384/6400 [>.............................] - ETA: 4s - loss: 0.0040
 512/6400 [=>............................] - ETA: 4s - loss: 0.0040
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0040
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0040
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0040
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0039
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2816/6400 [============>.................] - ETA: 2s - loss: 0.0038
2944/6400 [============>.................] - ETA: 2s - loss: 0.0038
3072/6400 [=============>................] - ETA: 2s - loss: 0.0039
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3648/6400 [================>.............] - ETA: 2s - loss: 0.0038
3776/6400 [================>.............] - ETA: 1s - loss: 0.0038
3904/6400 [=================>............] - ETA: 1s - loss: 0.0038
4032/6400 [=================>............] - ETA: 1s - loss: 0.0038
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 753us/sample - loss: 0.0038 - val_loss: 0.0066
Epoch 76/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0043
 192/6400 [..............................] - ETA: 4s - loss: 0.0043
 320/6400 [>.............................] - ETA: 4s - loss: 0.0044
 448/6400 [=>............................] - ETA: 4s - loss: 0.0042
 576/6400 [=>............................] - ETA: 4s - loss: 0.0038
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0037
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0038
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0040
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0040
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0039
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0039
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2880/6400 [============>.................] - ETA: 2s - loss: 0.0038
3008/6400 [=============>................] - ETA: 2s - loss: 0.0038
3136/6400 [=============>................] - ETA: 2s - loss: 0.0038
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3648/6400 [================>.............] - ETA: 2s - loss: 0.0038
3776/6400 [================>.............] - ETA: 1s - loss: 0.0038
3904/6400 [=================>............] - ETA: 1s - loss: 0.0038
4032/6400 [=================>............] - ETA: 1s - loss: 0.0038
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0038
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 749us/sample - loss: 0.0038 - val_loss: 0.0063
Epoch 77/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0041
 192/6400 [..............................] - ETA: 4s - loss: 0.0040
 320/6400 [>.............................] - ETA: 4s - loss: 0.0042
 448/6400 [=>............................] - ETA: 4s - loss: 0.0039
 576/6400 [=>............................] - ETA: 4s - loss: 0.0040
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0041
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0041
 960/6400 [===>..........................] - ETA: 3s - loss: 0.0041
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0041
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0040
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0041
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0040
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0039
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0039
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0039
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2880/6400 [============>.................] - ETA: 2s - loss: 0.0038
3008/6400 [=============>................] - ETA: 2s - loss: 0.0038
3136/6400 [=============>................] - ETA: 2s - loss: 0.0038
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3648/6400 [================>.............] - ETA: 2s - loss: 0.0038
3776/6400 [================>.............] - ETA: 1s - loss: 0.0038
3904/6400 [=================>............] - ETA: 1s - loss: 0.0038
4032/6400 [=================>............] - ETA: 1s - loss: 0.0038
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0039
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0038
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 749us/sample - loss: 0.0038 - val_loss: 0.0061
Epoch 78/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0046
 192/6400 [..............................] - ETA: 4s - loss: 0.0035
 320/6400 [>.............................] - ETA: 4s - loss: 0.0035
 448/6400 [=>............................] - ETA: 4s - loss: 0.0038
 576/6400 [=>............................] - ETA: 4s - loss: 0.0036
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0035
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0035
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0035
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0035
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0035
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0036
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0036
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0036
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0036
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0036
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0036
2368/6400 [==========>...................] - ETA: 3s - loss: 0.0036
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0036
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0036
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2880/6400 [============>.................] - ETA: 2s - loss: 0.0037
3008/6400 [=============>................] - ETA: 2s - loss: 0.0037
3136/6400 [=============>................] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3648/6400 [================>.............] - ETA: 2s - loss: 0.0037
3776/6400 [================>.............] - ETA: 1s - loss: 0.0037
3904/6400 [=================>............] - ETA: 1s - loss: 0.0037
4032/6400 [=================>............] - ETA: 1s - loss: 0.0037
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 756us/sample - loss: 0.0038 - val_loss: 0.0062
Epoch 79/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0040
 192/6400 [..............................] - ETA: 4s - loss: 0.0037
 320/6400 [>.............................] - ETA: 4s - loss: 0.0037
 448/6400 [=>............................] - ETA: 4s - loss: 0.0037
 576/6400 [=>............................] - ETA: 4s - loss: 0.0035
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0038
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0039
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0041
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0042
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0041
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0041
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0040
2880/6400 [============>.................] - ETA: 2s - loss: 0.0039
3008/6400 [=============>................] - ETA: 2s - loss: 0.0039
3136/6400 [=============>................] - ETA: 2s - loss: 0.0039
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0040
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0040
3648/6400 [================>.............] - ETA: 2s - loss: 0.0040
3776/6400 [================>.............] - ETA: 1s - loss: 0.0039
3904/6400 [=================>............] - ETA: 1s - loss: 0.0039
4032/6400 [=================>............] - ETA: 1s - loss: 0.0039
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0039
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0040
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0039
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0039
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0039
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0039
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0039
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 748us/sample - loss: 0.0038 - val_loss: 0.0064
Epoch 80/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0037
 192/6400 [..............................] - ETA: 4s - loss: 0.0033
 320/6400 [>.............................] - ETA: 4s - loss: 0.0033
 448/6400 [=>............................] - ETA: 4s - loss: 0.0038
 576/6400 [=>............................] - ETA: 4s - loss: 0.0039
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0040
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0039
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0040
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0039
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0039
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0039
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0040
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0040
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0039
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0039
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0039
2816/6400 [============>.................] - ETA: 2s - loss: 0.0039
2944/6400 [============>.................] - ETA: 2s - loss: 0.0039
3072/6400 [=============>................] - ETA: 2s - loss: 0.0038
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3712/6400 [================>.............] - ETA: 1s - loss: 0.0038
3840/6400 [=================>............] - ETA: 1s - loss: 0.0038
3968/6400 [=================>............] - ETA: 1s - loss: 0.0038
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6272/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 751us/sample - loss: 0.0038 - val_loss: 0.0062
Epoch 81/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0032
 192/6400 [..............................] - ETA: 4s - loss: 0.0032
 320/6400 [>.............................] - ETA: 4s - loss: 0.0031
 448/6400 [=>............................] - ETA: 4s - loss: 0.0034
 576/6400 [=>............................] - ETA: 4s - loss: 0.0035
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0035
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0034
 960/6400 [===>..........................] - ETA: 3s - loss: 0.0035
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0035
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0036
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0036
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0036
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0037
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0036
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0036
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0036
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2880/6400 [============>.................] - ETA: 2s - loss: 0.0037
3008/6400 [=============>................] - ETA: 2s - loss: 0.0037
3136/6400 [=============>................] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3648/6400 [================>.............] - ETA: 2s - loss: 0.0037
3776/6400 [================>.............] - ETA: 1s - loss: 0.0037
3904/6400 [=================>............] - ETA: 1s - loss: 0.0037
4032/6400 [=================>............] - ETA: 1s - loss: 0.0037
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0038
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 749us/sample - loss: 0.0038 - val_loss: 0.0064
Epoch 82/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0042
 192/6400 [..............................] - ETA: 4s - loss: 0.0039
 320/6400 [>.............................] - ETA: 4s - loss: 0.0043
 448/6400 [=>............................] - ETA: 4s - loss: 0.0042
 576/6400 [=>............................] - ETA: 4s - loss: 0.0039
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0036
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0036
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0036
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0036
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0036
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0036
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0036
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2880/6400 [============>.................] - ETA: 2s - loss: 0.0038
3008/6400 [=============>................] - ETA: 2s - loss: 0.0037
3136/6400 [=============>................] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3648/6400 [================>.............] - ETA: 2s - loss: 0.0038
3776/6400 [================>.............] - ETA: 1s - loss: 0.0038
3904/6400 [=================>............] - ETA: 1s - loss: 0.0038
4032/6400 [=================>............] - ETA: 1s - loss: 0.0038
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0038
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0039
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 751us/sample - loss: 0.0038 - val_loss: 0.0066
Epoch 83/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0035
 192/6400 [..............................] - ETA: 4s - loss: 0.0039
 320/6400 [>.............................] - ETA: 4s - loss: 0.0036
 448/6400 [=>............................] - ETA: 4s - loss: 0.0037
 576/6400 [=>............................] - ETA: 4s - loss: 0.0038
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 960/6400 [===>..........................] - ETA: 3s - loss: 0.0037
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0036
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0036
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0036
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0036
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0036
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0036
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0036
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0036
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0035
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0035
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0035
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0036
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0036
2880/6400 [============>.................] - ETA: 2s - loss: 0.0035
3008/6400 [=============>................] - ETA: 2s - loss: 0.0036
3136/6400 [=============>................] - ETA: 2s - loss: 0.0035
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0036
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0036
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0036
3648/6400 [================>.............] - ETA: 2s - loss: 0.0036
3776/6400 [================>.............] - ETA: 1s - loss: 0.0037
3904/6400 [=================>............] - ETA: 1s - loss: 0.0037
4032/6400 [=================>............] - ETA: 1s - loss: 0.0037
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6208/6400 [============================>.] - ETA: 0s - loss: 0.0037
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 749us/sample - loss: 0.0038 - val_loss: 0.0066
Epoch 84/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0034
 192/6400 [..............................] - ETA: 4s - loss: 0.0042
 320/6400 [>.............................] - ETA: 4s - loss: 0.0038
 448/6400 [=>............................] - ETA: 4s - loss: 0.0035
 576/6400 [=>............................] - ETA: 4s - loss: 0.0037
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0040
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0040
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0040
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0040
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0042
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0041
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0039
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0039
2880/6400 [============>.................] - ETA: 2s - loss: 0.0038
3008/6400 [=============>................] - ETA: 2s - loss: 0.0038
3136/6400 [=============>................] - ETA: 2s - loss: 0.0038
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3648/6400 [================>.............] - ETA: 2s - loss: 0.0038
3776/6400 [================>.............] - ETA: 1s - loss: 0.0038
3904/6400 [=================>............] - ETA: 1s - loss: 0.0038
4032/6400 [=================>............] - ETA: 1s - loss: 0.0038
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0039
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0039
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 750us/sample - loss: 0.0038 - val_loss: 0.0061
Epoch 85/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0032
 192/6400 [..............................] - ETA: 4s - loss: 0.0039
 320/6400 [>.............................] - ETA: 4s - loss: 0.0037
 448/6400 [=>............................] - ETA: 4s - loss: 0.0039
 576/6400 [=>............................] - ETA: 4s - loss: 0.0037
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0038
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2880/6400 [============>.................] - ETA: 2s - loss: 0.0037
3008/6400 [=============>................] - ETA: 2s - loss: 0.0038
3136/6400 [=============>................] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3648/6400 [================>.............] - ETA: 2s - loss: 0.0038
3776/6400 [================>.............] - ETA: 1s - loss: 0.0038
3904/6400 [=================>............] - ETA: 1s - loss: 0.0038
4032/6400 [=================>............] - ETA: 1s - loss: 0.0037
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0038
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 751us/sample - loss: 0.0038 - val_loss: 0.0067
Epoch 86/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0045
 192/6400 [..............................] - ETA: 4s - loss: 0.0036
 320/6400 [>.............................] - ETA: 4s - loss: 0.0035
 448/6400 [=>............................] - ETA: 4s - loss: 0.0034
 576/6400 [=>............................] - ETA: 4s - loss: 0.0038
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0036
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0036
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0036
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0036
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0039
2880/6400 [============>.................] - ETA: 2s - loss: 0.0039
3008/6400 [=============>................] - ETA: 2s - loss: 0.0039
3136/6400 [=============>................] - ETA: 2s - loss: 0.0039
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0039
3648/6400 [================>.............] - ETA: 2s - loss: 0.0039
3776/6400 [================>.............] - ETA: 1s - loss: 0.0039
3904/6400 [=================>............] - ETA: 1s - loss: 0.0039
4032/6400 [=================>............] - ETA: 1s - loss: 0.0039
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0039
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0039
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0038
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 751us/sample - loss: 0.0038 - val_loss: 0.0059
Epoch 87/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0022
 192/6400 [..............................] - ETA: 4s - loss: 0.0038
 320/6400 [>.............................] - ETA: 4s - loss: 0.0035
 448/6400 [=>............................] - ETA: 4s - loss: 0.0035
 576/6400 [=>............................] - ETA: 4s - loss: 0.0037
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0035
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0035
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0036
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0036
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0036
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0036
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0036
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0035
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0036
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2880/6400 [============>.................] - ETA: 2s - loss: 0.0037
3008/6400 [=============>................] - ETA: 2s - loss: 0.0037
3136/6400 [=============>................] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3648/6400 [================>.............] - ETA: 2s - loss: 0.0038
3776/6400 [================>.............] - ETA: 1s - loss: 0.0038
3904/6400 [=================>............] - ETA: 1s - loss: 0.0038
4032/6400 [=================>............] - ETA: 1s - loss: 0.0038
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0038
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 752us/sample - loss: 0.0038 - val_loss: 0.0061
Epoch 88/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0045
 192/6400 [..............................] - ETA: 4s - loss: 0.0047
 320/6400 [>.............................] - ETA: 4s - loss: 0.0043
 448/6400 [=>............................] - ETA: 4s - loss: 0.0041
 576/6400 [=>............................] - ETA: 4s - loss: 0.0040
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0040
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0038
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2880/6400 [============>.................] - ETA: 2s - loss: 0.0037
3008/6400 [=============>................] - ETA: 2s - loss: 0.0038
3136/6400 [=============>................] - ETA: 2s - loss: 0.0038
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3648/6400 [================>.............] - ETA: 2s - loss: 0.0039
3776/6400 [================>.............] - ETA: 1s - loss: 0.0038
3904/6400 [=================>............] - ETA: 1s - loss: 0.0039
4032/6400 [=================>............] - ETA: 1s - loss: 0.0039
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0039
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0039
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0039
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0039
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0039
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0039
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0039
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0039
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0039
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0039
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6272/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 752us/sample - loss: 0.0038 - val_loss: 0.0063
Epoch 89/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0054
 192/6400 [..............................] - ETA: 4s - loss: 0.0048
 320/6400 [>.............................] - ETA: 4s - loss: 0.0043
 448/6400 [=>............................] - ETA: 4s - loss: 0.0043
 576/6400 [=>............................] - ETA: 4s - loss: 0.0042
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0037
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0037
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2880/6400 [============>.................] - ETA: 2s - loss: 0.0037
3008/6400 [=============>................] - ETA: 2s - loss: 0.0037
3136/6400 [=============>................] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0036
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3648/6400 [================>.............] - ETA: 2s - loss: 0.0037
3776/6400 [================>.............] - ETA: 1s - loss: 0.0037
3904/6400 [=================>............] - ETA: 1s - loss: 0.0037
4032/6400 [=================>............] - ETA: 1s - loss: 0.0037
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 748us/sample - loss: 0.0038 - val_loss: 0.0057
Epoch 90/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0036
 192/6400 [..............................] - ETA: 4s - loss: 0.0034
 320/6400 [>.............................] - ETA: 4s - loss: 0.0032
 448/6400 [=>............................] - ETA: 4s - loss: 0.0034
 576/6400 [=>............................] - ETA: 4s - loss: 0.0035
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0035
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0035
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0036
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0035
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0035
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0035
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0036
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0036
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2880/6400 [============>.................] - ETA: 2s - loss: 0.0038
3008/6400 [=============>................] - ETA: 2s - loss: 0.0038
3136/6400 [=============>................] - ETA: 2s - loss: 0.0038
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3648/6400 [================>.............] - ETA: 2s - loss: 0.0038
3776/6400 [================>.............] - ETA: 1s - loss: 0.0038
3904/6400 [=================>............] - ETA: 1s - loss: 0.0038
4032/6400 [=================>............] - ETA: 1s - loss: 0.0038
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0038
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 748us/sample - loss: 0.0038 - val_loss: 0.0065
Epoch 91/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0027
 192/6400 [..............................] - ETA: 4s - loss: 0.0032
 320/6400 [>.............................] - ETA: 4s - loss: 0.0033
 448/6400 [=>............................] - ETA: 4s - loss: 0.0035
 576/6400 [=>............................] - ETA: 4s - loss: 0.0035
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0034
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0034
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0037
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0036
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0035
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0036
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2880/6400 [============>.................] - ETA: 2s - loss: 0.0037
3008/6400 [=============>................] - ETA: 2s - loss: 0.0038
3136/6400 [=============>................] - ETA: 2s - loss: 0.0038
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3648/6400 [================>.............] - ETA: 2s - loss: 0.0037
3776/6400 [================>.............] - ETA: 1s - loss: 0.0037
3904/6400 [=================>............] - ETA: 1s - loss: 0.0037
4032/6400 [=================>............] - ETA: 1s - loss: 0.0038
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 752us/sample - loss: 0.0038 - val_loss: 0.0068
Epoch 92/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0033
 192/6400 [..............................] - ETA: 4s - loss: 0.0035
 320/6400 [>.............................] - ETA: 4s - loss: 0.0036
 448/6400 [=>............................] - ETA: 4s - loss: 0.0037
 576/6400 [=>............................] - ETA: 4s - loss: 0.0034
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0034
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0035
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0035
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0035
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0036
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0036
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0035
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0036
2880/6400 [============>.................] - ETA: 2s - loss: 0.0036
3008/6400 [=============>................] - ETA: 2s - loss: 0.0036
3136/6400 [=============>................] - ETA: 2s - loss: 0.0036
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3648/6400 [================>.............] - ETA: 2s - loss: 0.0037
3712/6400 [================>.............] - ETA: 1s - loss: 0.0037
3776/6400 [================>.............] - ETA: 1s - loss: 0.0037
3840/6400 [=================>............] - ETA: 1s - loss: 0.0037
3904/6400 [=================>............] - ETA: 1s - loss: 0.0037
3968/6400 [=================>............] - ETA: 1s - loss: 0.0037
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 758us/sample - loss: 0.0038 - val_loss: 0.0058
Epoch 93/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0038
 192/6400 [..............................] - ETA: 4s - loss: 0.0034
 320/6400 [>.............................] - ETA: 4s - loss: 0.0036
 448/6400 [=>............................] - ETA: 4s - loss: 0.0035
 576/6400 [=>............................] - ETA: 4s - loss: 0.0034
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0037
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0037
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0036
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0036
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0035
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0035
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0036
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0035
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0035
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0035
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0035
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0034
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0034
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0034
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0034
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0035
2880/6400 [============>.................] - ETA: 2s - loss: 0.0035
3008/6400 [=============>................] - ETA: 2s - loss: 0.0035
3136/6400 [=============>................] - ETA: 2s - loss: 0.0036
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0036
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0036
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0036
3648/6400 [================>.............] - ETA: 2s - loss: 0.0036
3776/6400 [================>.............] - ETA: 1s - loss: 0.0036
3904/6400 [=================>............] - ETA: 1s - loss: 0.0037
4032/6400 [=================>............] - ETA: 1s - loss: 0.0037
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6272/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 752us/sample - loss: 0.0038 - val_loss: 0.0070
Epoch 94/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0023
 192/6400 [..............................] - ETA: 4s - loss: 0.0043
 320/6400 [>.............................] - ETA: 4s - loss: 0.0037
 448/6400 [=>............................] - ETA: 4s - loss: 0.0042
 576/6400 [=>............................] - ETA: 4s - loss: 0.0040
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 960/6400 [===>..........................] - ETA: 3s - loss: 0.0037
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2880/6400 [============>.................] - ETA: 2s - loss: 0.0038
3008/6400 [=============>................] - ETA: 2s - loss: 0.0037
3136/6400 [=============>................] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0036
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0036
3648/6400 [================>.............] - ETA: 2s - loss: 0.0036
3776/6400 [================>.............] - ETA: 1s - loss: 0.0036
3904/6400 [=================>............] - ETA: 1s - loss: 0.0036
4032/6400 [=================>............] - ETA: 1s - loss: 0.0036
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0036
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0036
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0036
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0036
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0036
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 748us/sample - loss: 0.0038 - val_loss: 0.0065
Epoch 95/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0031
 192/6400 [..............................] - ETA: 4s - loss: 0.0036
 320/6400 [>.............................] - ETA: 4s - loss: 0.0034
 448/6400 [=>............................] - ETA: 4s - loss: 0.0037
 576/6400 [=>............................] - ETA: 4s - loss: 0.0037
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0034
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0033
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0034
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0033
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0034
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0033
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0033
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0033
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0033
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0034
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0034
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0034
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0034
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0034
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0036
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0036
2880/6400 [============>.................] - ETA: 2s - loss: 0.0036
3008/6400 [=============>................] - ETA: 2s - loss: 0.0036
3136/6400 [=============>................] - ETA: 2s - loss: 0.0036
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3648/6400 [================>.............] - ETA: 2s - loss: 0.0037
3776/6400 [================>.............] - ETA: 1s - loss: 0.0037
3904/6400 [=================>............] - ETA: 1s - loss: 0.0037
4032/6400 [=================>............] - ETA: 1s - loss: 0.0037
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6208/6400 [============================>.] - ETA: 0s - loss: 0.0037
6336/6400 [============================>.] - ETA: 0s - loss: 0.0037
6400/6400 [==============================] - 5s 754us/sample - loss: 0.0037 - val_loss: 0.0071
Epoch 96/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0042
 192/6400 [..............................] - ETA: 4s - loss: 0.0047
 320/6400 [>.............................] - ETA: 4s - loss: 0.0043
 448/6400 [=>............................] - ETA: 4s - loss: 0.0044
 576/6400 [=>............................] - ETA: 4s - loss: 0.0040
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0042
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0040
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0040
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0039
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0039
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2880/6400 [============>.................] - ETA: 2s - loss: 0.0038
3008/6400 [=============>................] - ETA: 2s - loss: 0.0038
3136/6400 [=============>................] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3648/6400 [================>.............] - ETA: 2s - loss: 0.0038
3776/6400 [================>.............] - ETA: 1s - loss: 0.0038
3904/6400 [=================>............] - ETA: 1s - loss: 0.0037
4032/6400 [=================>............] - ETA: 1s - loss: 0.0037
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 751us/sample - loss: 0.0038 - val_loss: 0.0072
Epoch 97/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0028
 192/6400 [..............................] - ETA: 4s - loss: 0.0030
 320/6400 [>.............................] - ETA: 4s - loss: 0.0035
 448/6400 [=>............................] - ETA: 4s - loss: 0.0039
 576/6400 [=>............................] - ETA: 4s - loss: 0.0041
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0040
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0041
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0039
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0039
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0039
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0039
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0038
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0039
2432/6400 [==========>...................] - ETA: 3s - loss: 0.0038
2496/6400 [==========>...................] - ETA: 3s - loss: 0.0038
2624/6400 [===========>..................] - ETA: 3s - loss: 0.0038
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2816/6400 [============>.................] - ETA: 2s - loss: 0.0037
2880/6400 [============>.................] - ETA: 2s - loss: 0.0038
2944/6400 [============>.................] - ETA: 2s - loss: 0.0038
3008/6400 [=============>................] - ETA: 2s - loss: 0.0038
3136/6400 [=============>................] - ETA: 2s - loss: 0.0038
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0039
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0039
3712/6400 [================>.............] - ETA: 2s - loss: 0.0038
3840/6400 [=================>............] - ETA: 2s - loss: 0.0039
3904/6400 [=================>............] - ETA: 2s - loss: 0.0039
4032/6400 [=================>............] - ETA: 1s - loss: 0.0039
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0039
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0038
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5184/6400 [=======================>......] - ETA: 1s - loss: 0.0038
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 824us/sample - loss: 0.0038 - val_loss: 0.0061
Epoch 98/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0039
 192/6400 [..............................] - ETA: 4s - loss: 0.0032
 320/6400 [>.............................] - ETA: 4s - loss: 0.0036
 448/6400 [=>............................] - ETA: 4s - loss: 0.0037
 576/6400 [=>............................] - ETA: 4s - loss: 0.0038
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0037
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0037
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0037
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0036
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0037
1088/6400 [====>.........................] - ETA: 4s - loss: 0.0037
1152/6400 [====>.........................] - ETA: 4s - loss: 0.0038
1216/6400 [====>.........................] - ETA: 4s - loss: 0.0037
1344/6400 [=====>........................] - ETA: 4s - loss: 0.0037
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0037
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0037
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0037
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2368/6400 [==========>...................] - ETA: 3s - loss: 0.0037
2432/6400 [==========>...................] - ETA: 3s - loss: 0.0037
2496/6400 [==========>...................] - ETA: 3s - loss: 0.0037
2560/6400 [===========>..................] - ETA: 3s - loss: 0.0037
2624/6400 [===========>..................] - ETA: 3s - loss: 0.0037
2688/6400 [===========>..................] - ETA: 3s - loss: 0.0038
2752/6400 [===========>..................] - ETA: 3s - loss: 0.0038
2816/6400 [============>.................] - ETA: 3s - loss: 0.0038
2944/6400 [============>.................] - ETA: 3s - loss: 0.0038
3008/6400 [=============>................] - ETA: 3s - loss: 0.0038
3072/6400 [=============>................] - ETA: 2s - loss: 0.0038
3136/6400 [=============>................] - ETA: 2s - loss: 0.0038
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3648/6400 [================>.............] - ETA: 2s - loss: 0.0037
3712/6400 [================>.............] - ETA: 2s - loss: 0.0037
3776/6400 [================>.............] - ETA: 2s - loss: 0.0037
3840/6400 [=================>............] - ETA: 2s - loss: 0.0037
3904/6400 [=================>............] - ETA: 2s - loss: 0.0037
3968/6400 [=================>............] - ETA: 2s - loss: 0.0037
4032/6400 [=================>............] - ETA: 2s - loss: 0.0037
4096/6400 [==================>...........] - ETA: 2s - loss: 0.0037
4160/6400 [==================>...........] - ETA: 2s - loss: 0.0037
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0038
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5120/6400 [=======================>......] - ETA: 1s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 1s - loss: 0.0037
5248/6400 [=======================>......] - ETA: 1s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6272/6400 [============================>.] - ETA: 0s - loss: 0.0037
6336/6400 [============================>.] - ETA: 0s - loss: 0.0037
6400/6400 [==============================] - 6s 916us/sample - loss: 0.0037 - val_loss: 0.0065
Epoch 99/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0034
 128/6400 [..............................] - ETA: 5s - loss: 0.0036
 192/6400 [..............................] - ETA: 5s - loss: 0.0038
 256/6400 [>.............................] - ETA: 5s - loss: 0.0034
 320/6400 [>.............................] - ETA: 5s - loss: 0.0034
 384/6400 [>.............................] - ETA: 5s - loss: 0.0036
 448/6400 [=>............................] - ETA: 5s - loss: 0.0037
 512/6400 [=>............................] - ETA: 5s - loss: 0.0038
 576/6400 [=>............................] - ETA: 5s - loss: 0.0037
 640/6400 [==>...........................] - ETA: 5s - loss: 0.0037
 704/6400 [==>...........................] - ETA: 5s - loss: 0.0037
 768/6400 [==>...........................] - ETA: 5s - loss: 0.0037
 832/6400 [==>...........................] - ETA: 5s - loss: 0.0036
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0036
 960/6400 [===>..........................] - ETA: 5s - loss: 0.0037
1024/6400 [===>..........................] - ETA: 4s - loss: 0.0037
1088/6400 [====>.........................] - ETA: 4s - loss: 0.0037
1152/6400 [====>.........................] - ETA: 4s - loss: 0.0037
1216/6400 [====>.........................] - ETA: 4s - loss: 0.0037
1344/6400 [=====>........................] - ETA: 4s - loss: 0.0037
1408/6400 [=====>........................] - ETA: 4s - loss: 0.0038
1472/6400 [=====>........................] - ETA: 4s - loss: 0.0038
1536/6400 [======>.......................] - ETA: 4s - loss: 0.0038
1600/6400 [======>.......................] - ETA: 4s - loss: 0.0038
1664/6400 [======>.......................] - ETA: 4s - loss: 0.0038
1728/6400 [=======>......................] - ETA: 4s - loss: 0.0038
1792/6400 [=======>......................] - ETA: 4s - loss: 0.0038
1856/6400 [=======>......................] - ETA: 4s - loss: 0.0038
1920/6400 [========>.....................] - ETA: 4s - loss: 0.0039
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2368/6400 [==========>...................] - ETA: 3s - loss: 0.0038
2432/6400 [==========>...................] - ETA: 3s - loss: 0.0038
2496/6400 [==========>...................] - ETA: 3s - loss: 0.0038
2560/6400 [===========>..................] - ETA: 3s - loss: 0.0038
2624/6400 [===========>..................] - ETA: 3s - loss: 0.0038
2688/6400 [===========>..................] - ETA: 3s - loss: 0.0038
2752/6400 [===========>..................] - ETA: 3s - loss: 0.0037
2816/6400 [============>.................] - ETA: 3s - loss: 0.0038
2880/6400 [============>.................] - ETA: 3s - loss: 0.0038
2944/6400 [============>.................] - ETA: 3s - loss: 0.0037
3008/6400 [=============>................] - ETA: 2s - loss: 0.0037
3136/6400 [=============>................] - ETA: 2s - loss: 0.0038
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3648/6400 [================>.............] - ETA: 2s - loss: 0.0038
3776/6400 [================>.............] - ETA: 2s - loss: 0.0038
3904/6400 [=================>............] - ETA: 2s - loss: 0.0038
4032/6400 [=================>............] - ETA: 1s - loss: 0.0038
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0037
6400/6400 [==============================] - 5s 814us/sample - loss: 0.0037 - val_loss: 0.0071
Epoch 100/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0036
 192/6400 [..............................] - ETA: 4s - loss: 0.0034
 320/6400 [>.............................] - ETA: 4s - loss: 0.0034
 448/6400 [=>............................] - ETA: 4s - loss: 0.0032
 576/6400 [=>............................] - ETA: 4s - loss: 0.0034
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0034
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0033
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0034
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0034
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0034
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0034
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0035
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0034
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0035
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0034
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0034
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0034
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0034
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0035
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0035
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0035
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0035
2880/6400 [============>.................] - ETA: 2s - loss: 0.0035
3008/6400 [=============>................] - ETA: 2s - loss: 0.0036
3136/6400 [=============>................] - ETA: 2s - loss: 0.0036
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0036
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0036
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0036
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0036
3712/6400 [================>.............] - ETA: 1s - loss: 0.0036
3840/6400 [=================>............] - ETA: 1s - loss: 0.0036
3968/6400 [=================>............] - ETA: 1s - loss: 0.0036
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0036
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0036
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0036
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0036
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0036
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0036
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0036
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0036
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0036
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0036
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0036
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6272/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 751us/sample - loss: 0.0038 - val_loss: 0.0066
Epoch 101/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0044
 192/6400 [..............................] - ETA: 4s - loss: 0.0038
 320/6400 [>.............................] - ETA: 4s - loss: 0.0034
 448/6400 [=>............................] - ETA: 4s - loss: 0.0036
 576/6400 [=>............................] - ETA: 4s - loss: 0.0037
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0037
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0037
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0036
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0035
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0035
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0035
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0036
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0036
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0036
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0036
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0036
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2880/6400 [============>.................] - ETA: 2s - loss: 0.0037
3008/6400 [=============>................] - ETA: 2s - loss: 0.0037
3136/6400 [=============>................] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3648/6400 [================>.............] - ETA: 2s - loss: 0.0037
3776/6400 [================>.............] - ETA: 1s - loss: 0.0037
3904/6400 [=================>............] - ETA: 1s - loss: 0.0037
4032/6400 [=================>............] - ETA: 1s - loss: 0.0037
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0038
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6208/6400 [============================>.] - ETA: 0s - loss: 0.0037
6336/6400 [============================>.] - ETA: 0s - loss: 0.0037
6400/6400 [==============================] - 5s 750us/sample - loss: 0.0037 - val_loss: 0.0056
Epoch 102/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0032
 192/6400 [..............................] - ETA: 4s - loss: 0.0038
 320/6400 [>.............................] - ETA: 4s - loss: 0.0036
 448/6400 [=>............................] - ETA: 4s - loss: 0.0037
 576/6400 [=>............................] - ETA: 4s - loss: 0.0035
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0035
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0034
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0034
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0035
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0035
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0035
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0036
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0036
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0036
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0036
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0036
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0036
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2880/6400 [============>.................] - ETA: 2s - loss: 0.0037
3008/6400 [=============>................] - ETA: 2s - loss: 0.0037
3136/6400 [=============>................] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3648/6400 [================>.............] - ETA: 2s - loss: 0.0037
3776/6400 [================>.............] - ETA: 1s - loss: 0.0037
3904/6400 [=================>............] - ETA: 1s - loss: 0.0037
4032/6400 [=================>............] - ETA: 1s - loss: 0.0037
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6208/6400 [============================>.] - ETA: 0s - loss: 0.0037
6336/6400 [============================>.] - ETA: 0s - loss: 0.0037
6400/6400 [==============================] - 5s 748us/sample - loss: 0.0037 - val_loss: 0.0065
Epoch 103/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0027
 192/6400 [..............................] - ETA: 4s - loss: 0.0034
 320/6400 [>.............................] - ETA: 4s - loss: 0.0034
 448/6400 [=>............................] - ETA: 4s - loss: 0.0033
 576/6400 [=>............................] - ETA: 4s - loss: 0.0034
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0035
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0034
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0033
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0033
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0034
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0034
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0035
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0035
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0035
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0035
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0034
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0035
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0036
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0036
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0036
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0036
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0036
2880/6400 [============>.................] - ETA: 2s - loss: 0.0037
3008/6400 [=============>................] - ETA: 2s - loss: 0.0037
3136/6400 [=============>................] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3648/6400 [================>.............] - ETA: 2s - loss: 0.0036
3776/6400 [================>.............] - ETA: 1s - loss: 0.0036
3904/6400 [=================>............] - ETA: 1s - loss: 0.0036
4032/6400 [=================>............] - ETA: 1s - loss: 0.0036
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0036
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6208/6400 [============================>.] - ETA: 0s - loss: 0.0037
6336/6400 [============================>.] - ETA: 0s - loss: 0.0037
6400/6400 [==============================] - 5s 748us/sample - loss: 0.0038 - val_loss: 0.0073
Epoch 104/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0024
 192/6400 [..............................] - ETA: 4s - loss: 0.0027
 320/6400 [>.............................] - ETA: 4s - loss: 0.0036
 448/6400 [=>............................] - ETA: 4s - loss: 0.0036
 576/6400 [=>............................] - ETA: 4s - loss: 0.0038
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0038
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2880/6400 [============>.................] - ETA: 2s - loss: 0.0038
3008/6400 [=============>................] - ETA: 2s - loss: 0.0038
3136/6400 [=============>................] - ETA: 2s - loss: 0.0038
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3648/6400 [================>.............] - ETA: 2s - loss: 0.0038
3776/6400 [================>.............] - ETA: 1s - loss: 0.0038
3904/6400 [=================>............] - ETA: 1s - loss: 0.0038
4032/6400 [=================>............] - ETA: 1s - loss: 0.0038
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0038
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 750us/sample - loss: 0.0038 - val_loss: 0.0062
Epoch 105/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0038
 192/6400 [..............................] - ETA: 4s - loss: 0.0032
 320/6400 [>.............................] - ETA: 4s - loss: 0.0034
 448/6400 [=>............................] - ETA: 4s - loss: 0.0040
 576/6400 [=>............................] - ETA: 4s - loss: 0.0041
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0039
 960/6400 [===>..........................] - ETA: 3s - loss: 0.0039
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0040
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0039
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0039
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0039
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0039
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2816/6400 [============>.................] - ETA: 2s - loss: 0.0038
2944/6400 [============>.................] - ETA: 2s - loss: 0.0038
3072/6400 [=============>................] - ETA: 2s - loss: 0.0038
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3712/6400 [================>.............] - ETA: 1s - loss: 0.0038
3840/6400 [=================>............] - ETA: 1s - loss: 0.0038
3968/6400 [=================>............] - ETA: 1s - loss: 0.0038
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0038
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6272/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 749us/sample - loss: 0.0037 - val_loss: 0.0072
Epoch 106/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0042
 192/6400 [..............................] - ETA: 4s - loss: 0.0036
 320/6400 [>.............................] - ETA: 4s - loss: 0.0036
 448/6400 [=>............................] - ETA: 4s - loss: 0.0036
 576/6400 [=>............................] - ETA: 4s - loss: 0.0039
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0038
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0040
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2880/6400 [============>.................] - ETA: 2s - loss: 0.0038
3008/6400 [=============>................] - ETA: 2s - loss: 0.0037
3136/6400 [=============>................] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3648/6400 [================>.............] - ETA: 2s - loss: 0.0038
3776/6400 [================>.............] - ETA: 1s - loss: 0.0037
3904/6400 [=================>............] - ETA: 1s - loss: 0.0037
4032/6400 [=================>............] - ETA: 1s - loss: 0.0037
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6208/6400 [============================>.] - ETA: 0s - loss: 0.0038
6336/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 750us/sample - loss: 0.0038 - val_loss: 0.0057
Epoch 107/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0046
 192/6400 [..............................] - ETA: 4s - loss: 0.0039
 320/6400 [>.............................] - ETA: 4s - loss: 0.0041
 448/6400 [=>............................] - ETA: 4s - loss: 0.0038
 576/6400 [=>............................] - ETA: 4s - loss: 0.0038
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0037
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0037
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0036
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0039
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0039
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0039
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0039
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0039
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0039
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2880/6400 [============>.................] - ETA: 2s - loss: 0.0038
3008/6400 [=============>................] - ETA: 2s - loss: 0.0038
3136/6400 [=============>................] - ETA: 2s - loss: 0.0038
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0039
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3648/6400 [================>.............] - ETA: 2s - loss: 0.0038
3776/6400 [================>.............] - ETA: 1s - loss: 0.0038
3904/6400 [=================>............] - ETA: 1s - loss: 0.0039
4032/6400 [=================>............] - ETA: 1s - loss: 0.0039
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0039
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0039
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0039
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0039
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0039
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0038
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0038
6272/6400 [============================>.] - ETA: 0s - loss: 0.0038
6400/6400 [==============================] - 5s 750us/sample - loss: 0.0038 - val_loss: 0.0069
Epoch 108/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0038
 192/6400 [..............................] - ETA: 4s - loss: 0.0038
 320/6400 [>.............................] - ETA: 4s - loss: 0.0035
 448/6400 [=>............................] - ETA: 4s - loss: 0.0033
 576/6400 [=>............................] - ETA: 4s - loss: 0.0032
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0038
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0036
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0036
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2880/6400 [============>.................] - ETA: 2s - loss: 0.0037
3008/6400 [=============>................] - ETA: 2s - loss: 0.0037
3136/6400 [=============>................] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3648/6400 [================>.............] - ETA: 2s - loss: 0.0037
3776/6400 [================>.............] - ETA: 1s - loss: 0.0036
3904/6400 [=================>............] - ETA: 1s - loss: 0.0036
4032/6400 [=================>............] - ETA: 1s - loss: 0.0036
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6208/6400 [============================>.] - ETA: 0s - loss: 0.0037
6336/6400 [============================>.] - ETA: 0s - loss: 0.0037
6400/6400 [==============================] - 5s 748us/sample - loss: 0.0037 - val_loss: 0.0056
Epoch 109/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0034
 192/6400 [..............................] - ETA: 4s - loss: 0.0035
 256/6400 [>.............................] - ETA: 4s - loss: 0.0034
 384/6400 [>.............................] - ETA: 4s - loss: 0.0036
 512/6400 [=>............................] - ETA: 4s - loss: 0.0037
 640/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 768/6400 [==>...........................] - ETA: 4s - loss: 0.0037
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0037
1024/6400 [===>..........................] - ETA: 3s - loss: 0.0037
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0039
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0039
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0039
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2816/6400 [============>.................] - ETA: 2s - loss: 0.0038
2944/6400 [============>.................] - ETA: 2s - loss: 0.0038
3072/6400 [=============>................] - ETA: 2s - loss: 0.0038
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3712/6400 [================>.............] - ETA: 1s - loss: 0.0037
3840/6400 [=================>............] - ETA: 1s - loss: 0.0037
3968/6400 [=================>............] - ETA: 1s - loss: 0.0037
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6208/6400 [============================>.] - ETA: 0s - loss: 0.0037
6336/6400 [============================>.] - ETA: 0s - loss: 0.0037
6400/6400 [==============================] - 5s 748us/sample - loss: 0.0037 - val_loss: 0.0063
Epoch 110/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0033
 192/6400 [..............................] - ETA: 4s - loss: 0.0035
 320/6400 [>.............................] - ETA: 4s - loss: 0.0035
 448/6400 [=>............................] - ETA: 4s - loss: 0.0034
 576/6400 [=>............................] - ETA: 4s - loss: 0.0036
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0037
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0039
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0037
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0036
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2880/6400 [============>.................] - ETA: 2s - loss: 0.0037
3008/6400 [=============>................] - ETA: 2s - loss: 0.0037
3136/6400 [=============>................] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3648/6400 [================>.............] - ETA: 2s - loss: 0.0037
3776/6400 [================>.............] - ETA: 1s - loss: 0.0037
3904/6400 [=================>............] - ETA: 1s - loss: 0.0037
4032/6400 [=================>............] - ETA: 1s - loss: 0.0037
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6208/6400 [============================>.] - ETA: 0s - loss: 0.0037
6336/6400 [============================>.] - ETA: 0s - loss: 0.0037
6400/6400 [==============================] - 5s 749us/sample - loss: 0.0037 - val_loss: 0.0055
Epoch 111/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0046
 192/6400 [..............................] - ETA: 4s - loss: 0.0038
 320/6400 [>.............................] - ETA: 4s - loss: 0.0041
 448/6400 [=>............................] - ETA: 4s - loss: 0.0038
 576/6400 [=>............................] - ETA: 4s - loss: 0.0037
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0037
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0037
 960/6400 [===>..........................] - ETA: 3s - loss: 0.0036
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0036
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0036
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0036
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0036
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0036
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0036
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0036
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0035
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0035
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0035
2880/6400 [============>.................] - ETA: 2s - loss: 0.0035
3008/6400 [=============>................] - ETA: 2s - loss: 0.0035
3136/6400 [=============>................] - ETA: 2s - loss: 0.0035
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0035
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0035
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0036
3648/6400 [================>.............] - ETA: 2s - loss: 0.0036
3776/6400 [================>.............] - ETA: 1s - loss: 0.0036
3904/6400 [=================>............] - ETA: 1s - loss: 0.0036
4032/6400 [=================>............] - ETA: 1s - loss: 0.0035
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0035
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0036
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0036
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0036
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0036
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0036
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0036
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0036
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0036
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6208/6400 [============================>.] - ETA: 0s - loss: 0.0037
6336/6400 [============================>.] - ETA: 0s - loss: 0.0037
6400/6400 [==============================] - 5s 747us/sample - loss: 0.0037 - val_loss: 0.0069
Epoch 112/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0031
 192/6400 [..............................] - ETA: 4s - loss: 0.0033
 320/6400 [>.............................] - ETA: 4s - loss: 0.0034
 448/6400 [=>............................] - ETA: 4s - loss: 0.0037
 576/6400 [=>............................] - ETA: 4s - loss: 0.0035
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0034
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0034
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0034
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0034
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0034
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0035
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0035
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0035
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0035
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0036
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0035
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0036
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2816/6400 [============>.................] - ETA: 2s - loss: 0.0037
2880/6400 [============>.................] - ETA: 2s - loss: 0.0037
3008/6400 [=============>................] - ETA: 2s - loss: 0.0037
3136/6400 [=============>................] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3648/6400 [================>.............] - ETA: 2s - loss: 0.0037
3776/6400 [================>.............] - ETA: 1s - loss: 0.0038
3904/6400 [=================>............] - ETA: 1s - loss: 0.0038
4032/6400 [=================>............] - ETA: 1s - loss: 0.0038
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0038
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6208/6400 [============================>.] - ETA: 0s - loss: 0.0037
6336/6400 [============================>.] - ETA: 0s - loss: 0.0037
6400/6400 [==============================] - 5s 755us/sample - loss: 0.0037 - val_loss: 0.0059
Epoch 113/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0049
 192/6400 [..............................] - ETA: 4s - loss: 0.0042
 320/6400 [>.............................] - ETA: 4s - loss: 0.0040
 448/6400 [=>............................] - ETA: 4s - loss: 0.0039
 576/6400 [=>............................] - ETA: 4s - loss: 0.0039
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0037
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0036
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0036
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0037
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0036
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0036
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0036
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0036
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0036
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0036
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0036
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0036
2880/6400 [============>.................] - ETA: 2s - loss: 0.0036
3008/6400 [=============>................] - ETA: 2s - loss: 0.0036
3136/6400 [=============>................] - ETA: 2s - loss: 0.0036
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0036
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0036
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0036
3648/6400 [================>.............] - ETA: 2s - loss: 0.0036
3776/6400 [================>.............] - ETA: 1s - loss: 0.0036
3904/6400 [=================>............] - ETA: 1s - loss: 0.0036
4032/6400 [=================>............] - ETA: 1s - loss: 0.0036
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0036
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0036
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0036
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0036
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0036
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0036
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0036
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0036
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0036
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6208/6400 [============================>.] - ETA: 0s - loss: 0.0037
6336/6400 [============================>.] - ETA: 0s - loss: 0.0037
6400/6400 [==============================] - 5s 747us/sample - loss: 0.0037 - val_loss: 0.0064
Epoch 114/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0034
 192/6400 [..............................] - ETA: 4s - loss: 0.0037
 320/6400 [>.............................] - ETA: 4s - loss: 0.0033
 448/6400 [=>............................] - ETA: 4s - loss: 0.0035
 576/6400 [=>............................] - ETA: 4s - loss: 0.0036
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0037
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0038
 960/6400 [===>..........................] - ETA: 3s - loss: 0.0038
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0036
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0036
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0036
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0036
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0036
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2880/6400 [============>.................] - ETA: 2s - loss: 0.0037
3008/6400 [=============>................] - ETA: 2s - loss: 0.0037
3136/6400 [=============>................] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3648/6400 [================>.............] - ETA: 2s - loss: 0.0038
3776/6400 [================>.............] - ETA: 1s - loss: 0.0038
3904/6400 [=================>............] - ETA: 1s - loss: 0.0037
4032/6400 [=================>............] - ETA: 1s - loss: 0.0037
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6208/6400 [============================>.] - ETA: 0s - loss: 0.0037
6336/6400 [============================>.] - ETA: 0s - loss: 0.0037
6400/6400 [==============================] - 5s 749us/sample - loss: 0.0037 - val_loss: 0.0077
Epoch 115/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0069
 192/6400 [..............................] - ETA: 4s - loss: 0.0041
 320/6400 [>.............................] - ETA: 4s - loss: 0.0039
 448/6400 [=>............................] - ETA: 4s - loss: 0.0037
 576/6400 [=>............................] - ETA: 4s - loss: 0.0036
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 960/6400 [===>..........................] - ETA: 3s - loss: 0.0038
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0039
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0038
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0038
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0038
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2880/6400 [============>.................] - ETA: 2s - loss: 0.0038
3008/6400 [=============>................] - ETA: 2s - loss: 0.0037
3136/6400 [=============>................] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3648/6400 [================>.............] - ETA: 2s - loss: 0.0037
3776/6400 [================>.............] - ETA: 1s - loss: 0.0038
3904/6400 [=================>............] - ETA: 1s - loss: 0.0037
4032/6400 [=================>............] - ETA: 1s - loss: 0.0037
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0038
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0038
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6208/6400 [============================>.] - ETA: 0s - loss: 0.0037
6336/6400 [============================>.] - ETA: 0s - loss: 0.0037
6400/6400 [==============================] - 5s 747us/sample - loss: 0.0037 - val_loss: 0.0061
Epoch 116/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0033
 192/6400 [..............................] - ETA: 4s - loss: 0.0032
 320/6400 [>.............................] - ETA: 4s - loss: 0.0031
 448/6400 [=>............................] - ETA: 4s - loss: 0.0034
 576/6400 [=>............................] - ETA: 4s - loss: 0.0034
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0034
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0035
 960/6400 [===>..........................] - ETA: 3s - loss: 0.0034
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0034
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0033
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0035
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0035
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0035
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0035
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0035
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0035
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0036
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0036
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0036
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0036
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0036
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0036
2880/6400 [============>.................] - ETA: 2s - loss: 0.0035
3008/6400 [=============>................] - ETA: 2s - loss: 0.0035
3136/6400 [=============>................] - ETA: 2s - loss: 0.0035
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0035
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0035
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0035
3648/6400 [================>.............] - ETA: 2s - loss: 0.0035
3776/6400 [================>.............] - ETA: 1s - loss: 0.0036
3904/6400 [=================>............] - ETA: 1s - loss: 0.0036
4032/6400 [=================>............] - ETA: 1s - loss: 0.0036
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0035
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0036
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0036
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0036
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0036
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0036
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0036
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6208/6400 [============================>.] - ETA: 0s - loss: 0.0037
6336/6400 [============================>.] - ETA: 0s - loss: 0.0037
6400/6400 [==============================] - 5s 746us/sample - loss: 0.0037 - val_loss: 0.0060
Epoch 117/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0049
 192/6400 [..............................] - ETA: 4s - loss: 0.0041
 320/6400 [>.............................] - ETA: 4s - loss: 0.0039
 448/6400 [=>............................] - ETA: 4s - loss: 0.0037
 576/6400 [=>............................] - ETA: 4s - loss: 0.0038
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0037
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 960/6400 [===>..........................] - ETA: 3s - loss: 0.0037
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0038
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0037
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0038
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0038
2880/6400 [============>.................] - ETA: 2s - loss: 0.0038
3008/6400 [=============>................] - ETA: 2s - loss: 0.0037
3136/6400 [=============>................] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3648/6400 [================>.............] - ETA: 2s - loss: 0.0037
3776/6400 [================>.............] - ETA: 1s - loss: 0.0037
3904/6400 [=================>............] - ETA: 1s - loss: 0.0037
4032/6400 [=================>............] - ETA: 1s - loss: 0.0037
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0038
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6208/6400 [============================>.] - ETA: 0s - loss: 0.0037
6336/6400 [============================>.] - ETA: 0s - loss: 0.0037
6400/6400 [==============================] - 5s 745us/sample - loss: 0.0037 - val_loss: 0.0063
Epoch 118/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0043
 192/6400 [..............................] - ETA: 4s - loss: 0.0041
 320/6400 [>.............................] - ETA: 4s - loss: 0.0042
 448/6400 [=>............................] - ETA: 4s - loss: 0.0040
 576/6400 [=>............................] - ETA: 4s - loss: 0.0040
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0040
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0040
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0040
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0041
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0041
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0041
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0042
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0041
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0041
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0040
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0040
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0040
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0039
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0039
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0039
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0039
2880/6400 [============>.................] - ETA: 2s - loss: 0.0039
3008/6400 [=============>................] - ETA: 2s - loss: 0.0038
3136/6400 [=============>................] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0038
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0038
3648/6400 [================>.............] - ETA: 2s - loss: 0.0038
3776/6400 [================>.............] - ETA: 1s - loss: 0.0038
3904/6400 [=================>............] - ETA: 1s - loss: 0.0038
4032/6400 [=================>............] - ETA: 1s - loss: 0.0038
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0038
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0038
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0038
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0038
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6208/6400 [============================>.] - ETA: 0s - loss: 0.0037
6336/6400 [============================>.] - ETA: 0s - loss: 0.0037
6400/6400 [==============================] - 5s 750us/sample - loss: 0.0037 - val_loss: 0.0061
Epoch 119/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0034
 192/6400 [..............................] - ETA: 4s - loss: 0.0028
 320/6400 [>.............................] - ETA: 4s - loss: 0.0033
 448/6400 [=>............................] - ETA: 4s - loss: 0.0032
 576/6400 [=>............................] - ETA: 4s - loss: 0.0033
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0032
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0032
 960/6400 [===>..........................] - ETA: 4s - loss: 0.0032
1088/6400 [====>.........................] - ETA: 3s - loss: 0.0033
1216/6400 [====>.........................] - ETA: 3s - loss: 0.0034
1344/6400 [=====>........................] - ETA: 3s - loss: 0.0034
1472/6400 [=====>........................] - ETA: 3s - loss: 0.0034
1600/6400 [======>.......................] - ETA: 3s - loss: 0.0035
1728/6400 [=======>......................] - ETA: 3s - loss: 0.0035
1856/6400 [=======>......................] - ETA: 3s - loss: 0.0036
1984/6400 [========>.....................] - ETA: 3s - loss: 0.0036
2112/6400 [========>.....................] - ETA: 3s - loss: 0.0036
2240/6400 [=========>....................] - ETA: 3s - loss: 0.0036
2368/6400 [==========>...................] - ETA: 2s - loss: 0.0036
2496/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2624/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2752/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2880/6400 [============>.................] - ETA: 2s - loss: 0.0037
3008/6400 [=============>................] - ETA: 2s - loss: 0.0037
3136/6400 [=============>................] - ETA: 2s - loss: 0.0037
3264/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3392/6400 [==============>...............] - ETA: 2s - loss: 0.0037
3520/6400 [===============>..............] - ETA: 2s - loss: 0.0037
3648/6400 [================>.............] - ETA: 2s - loss: 0.0037
3776/6400 [================>.............] - ETA: 1s - loss: 0.0037
3904/6400 [=================>............] - ETA: 1s - loss: 0.0037
4032/6400 [=================>............] - ETA: 1s - loss: 0.0037
4160/6400 [==================>...........] - ETA: 1s - loss: 0.0037
4288/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4416/6400 [===================>..........] - ETA: 1s - loss: 0.0037
4544/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4672/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4800/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4928/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5056/6400 [======================>.......] - ETA: 0s - loss: 0.0037
5184/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5312/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5440/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5568/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5696/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5824/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5952/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6080/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6208/6400 [============================>.] - ETA: 0s - loss: 0.0037
6336/6400 [============================>.] - ETA: 0s - loss: 0.0037
6400/6400 [==============================] - 5s 748us/sample - loss: 0.0037 - val_loss: 0.0057
Epoch 120/120

  64/6400 [..............................] - ETA: 4s - loss: 0.0034
 192/6400 [..............................] - ETA: 4s - loss: 0.0047
 320/6400 [>.............................] - ETA: 4s - loss: 0.0045
 448/6400 [=>............................] - ETA: 4s - loss: 0.0042
 576/6400 [=>............................] - ETA: 4s - loss: 0.0039
 704/6400 [==>...........................] - ETA: 4s - loss: 0.0037
 832/6400 [==>...........................] - ETA: 4s - loss: 0.0036
 896/6400 [===>..........................] - ETA: 4s - loss: 0.0037
1024/6400 [===>..........................] - ETA: 3s - loss: 0.0038
1152/6400 [====>.........................] - ETA: 3s - loss: 0.0037
1280/6400 [=====>........................] - ETA: 3s - loss: 0.0037
1408/6400 [=====>........................] - ETA: 3s - loss: 0.0038
1536/6400 [======>.......................] - ETA: 3s - loss: 0.0038
1664/6400 [======>.......................] - ETA: 3s - loss: 0.0037
1792/6400 [=======>......................] - ETA: 3s - loss: 0.0037
1920/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2048/6400 [========>.....................] - ETA: 3s - loss: 0.0037
2176/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2304/6400 [=========>....................] - ETA: 3s - loss: 0.0037
2432/6400 [==========>...................] - ETA: 2s - loss: 0.0037
2560/6400 [===========>..................] - ETA: 2s - loss: 0.0037
2688/6400 [===========>..................] - ETA: 2s - loss: 0.0036
2816/6400 [============>.................] - ETA: 2s - loss: 0.0036
2944/6400 [============>.................] - ETA: 2s - loss: 0.0036
3072/6400 [=============>................] - ETA: 2s - loss: 0.0036
3200/6400 [==============>...............] - ETA: 2s - loss: 0.0036
3328/6400 [==============>...............] - ETA: 2s - loss: 0.0036
3456/6400 [===============>..............] - ETA: 2s - loss: 0.0036
3584/6400 [===============>..............] - ETA: 2s - loss: 0.0036
3712/6400 [================>.............] - ETA: 1s - loss: 0.0036
3840/6400 [=================>............] - ETA: 1s - loss: 0.0036
3968/6400 [=================>............] - ETA: 1s - loss: 0.0036
4096/6400 [==================>...........] - ETA: 1s - loss: 0.0036
4224/6400 [==================>...........] - ETA: 1s - loss: 0.0036
4352/6400 [===================>..........] - ETA: 1s - loss: 0.0036
4480/6400 [====================>.........] - ETA: 1s - loss: 0.0036
4608/6400 [====================>.........] - ETA: 1s - loss: 0.0037
4736/6400 [=====================>........] - ETA: 1s - loss: 0.0036
4864/6400 [=====================>........] - ETA: 1s - loss: 0.0037
4992/6400 [======================>.......] - ETA: 1s - loss: 0.0037
5120/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5248/6400 [=======================>......] - ETA: 0s - loss: 0.0037
5376/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5504/6400 [========================>.....] - ETA: 0s - loss: 0.0037
5632/6400 [=========================>....] - ETA: 0s - loss: 0.0037
5760/6400 [==========================>...] - ETA: 0s - loss: 0.0037
5888/6400 [==========================>...] - ETA: 0s - loss: 0.0037
6016/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6144/6400 [===========================>..] - ETA: 0s - loss: 0.0037
6272/6400 [============================>.] - ETA: 0s - loss: 0.0037
6400/6400 [==============================] - 5s 749us/sample - loss: 0.0037 - val_loss: 0.0064

simple_model <- keras_model_sequential() %>%
  layer_lstm(10, batch_input_shape = c(64,32,1),stateful = TRUE, return_sequences = TRUE) %>%
  layer_lstm(10, batch_input_shape = c(64,32,1),stateful = TRUE, return_sequences = TRUE) %>%
  layer_dense(1)
summary(simple_model)

Model: "sequential_7"
__________________________________________________________________________________________________________________
Layer (type)                                       Output Shape                                 Param #           
==================================================================================================================
lstm_14 (LSTM)                                     (64, 32, 10)                                 480               
__________________________________________________________________________________________________________________
lstm_15 (LSTM)                                     (64, 32, 10)                                 840               
__________________________________________________________________________________________________________________
dense_7 (Dense)                                    (64, 32, 1)                                  11                
==================================================================================================================
Total params: 1,331
Trainable params: 1,331
Non-trainable params: 0
__________________________________________________________________________________________________________________

simple_model %>% 
  compile(
    loss = 'mse',
    optimizer = 'adam'
) %>%
  fit(
    epochs = epochs,
    batch_size = batch_size,
    x = train_X,
    y = train_y
  )

Train on 7104 samples
Epoch 1/120

  64/7104 [..............................] - ETA: 5:49 - loss: 0.1354
 192/7104 [..............................] - ETA: 1:58 - loss: 0.1204
 320/7104 [>.............................] - ETA: 1:11 - loss: 0.1148
 448/7104 [>.............................] - ETA: 51s - loss: 0.1104 
 576/7104 [=>............................] - ETA: 40s - loss: 0.1013
 704/7104 [=>............................] - ETA: 33s - loss: 0.0957
 832/7104 [==>...........................] - ETA: 28s - loss: 0.0916
 960/7104 [===>..........................] - ETA: 24s - loss: 0.0871
1088/7104 [===>..........................] - ETA: 21s - loss: 0.0828
1216/7104 [====>.........................] - ETA: 19s - loss: 0.0785
1344/7104 [====>.........................] - ETA: 17s - loss: 0.0748
1472/7104 [=====>........................] - ETA: 16s - loss: 0.0707
1600/7104 [=====>........................] - ETA: 14s - loss: 0.0669
1728/7104 [======>.......................] - ETA: 13s - loss: 0.0644
1856/7104 [======>.......................] - ETA: 12s - loss: 0.0620
1984/7104 [=======>......................] - ETA: 11s - loss: 0.0598
2112/7104 [=======>......................] - ETA: 10s - loss: 0.0579
2240/7104 [========>.....................] - ETA: 10s - loss: 0.0561
2368/7104 [=========>....................] - ETA: 9s - loss: 0.0548 
2496/7104 [=========>....................] - ETA: 9s - loss: 0.0534
2624/7104 [==========>...................] - ETA: 8s - loss: 0.0522
2752/7104 [==========>...................] - ETA: 8s - loss: 0.0511
2880/7104 [===========>..................] - ETA: 7s - loss: 0.0500
3008/7104 [===========>..................] - ETA: 7s - loss: 0.0490
3136/7104 [============>.................] - ETA: 6s - loss: 0.0482
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7104/7104 [==============================] - 8s 1ms/sample - loss: 0.0319
Epoch 2/120

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7104/7104 [==============================] - 5s 718us/sample - loss: 0.0141
Epoch 3/120

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7104/7104 [==============================] - 5s 719us/sample - loss: 0.0111
Epoch 4/120

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7104/7104 [==============================] - 5s 718us/sample - loss: 0.0092
Epoch 5/120

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7104/7104 [==============================] - 5s 724us/sample - loss: 0.0076
Epoch 6/120

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7104/7104 [==============================] - 5s 720us/sample - loss: 0.0064
Epoch 7/120

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6976/7104 [============================>.] - ETA: 0s - loss: 0.0059
7104/7104 [==============================] - 5s 717us/sample - loss: 0.0059
Epoch 8/120

  64/7104 [..............................] - ETA: 5s - loss: 0.0051
 192/7104 [..............................] - ETA: 5s - loss: 0.0057
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6976/7104 [============================>.] - ETA: 0s - loss: 0.0054
7104/7104 [==============================] - 5s 714us/sample - loss: 0.0054
Epoch 9/120

  64/7104 [..............................] - ETA: 5s - loss: 0.0052
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6976/7104 [============================>.] - ETA: 0s - loss: 0.0048
7104/7104 [==============================] - 5s 715us/sample - loss: 0.0048
Epoch 10/120

  64/7104 [..............................] - ETA: 5s - loss: 0.0031
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 320/7104 [>.............................] - ETA: 5s - loss: 0.0043
 448/7104 [>.............................] - ETA: 4s - loss: 0.0045
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6976/7104 [============================>.] - ETA: 0s - loss: 0.0042
7104/7104 [==============================] - 5s 715us/sample - loss: 0.0043
Epoch 11/120

  64/7104 [..............................] - ETA: 5s - loss: 0.0023
 192/7104 [..............................] - ETA: 5s - loss: 0.0039
 320/7104 [>.............................] - ETA: 5s - loss: 0.0045
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6976/7104 [============================>.] - ETA: 0s - loss: 0.0038
7104/7104 [==============================] - 5s 716us/sample - loss: 0.0038
Epoch 12/120

  64/7104 [..............................] - ETA: 5s - loss: 0.0033
 192/7104 [..............................] - ETA: 5s - loss: 0.0033
 320/7104 [>.............................] - ETA: 4s - loss: 0.0039
 448/7104 [>.............................] - ETA: 4s - loss: 0.0039
 576/7104 [=>............................] - ETA: 4s - loss: 0.0037
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1088/7104 [===>..........................] - ETA: 4s - loss: 0.0035
1216/7104 [====>.........................] - ETA: 4s - loss: 0.0034
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1600/7104 [=====>........................] - ETA: 3s - loss: 0.0036
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6976/7104 [============================>.] - ETA: 0s - loss: 0.0035
7104/7104 [==============================] - 5s 716us/sample - loss: 0.0035
Epoch 13/120

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6976/7104 [============================>.] - ETA: 0s - loss: 0.0033
7104/7104 [==============================] - 5s 717us/sample - loss: 0.0033
Epoch 14/120

  64/7104 [..............................] - ETA: 5s - loss: 0.0040
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6976/7104 [============================>.] - ETA: 0s - loss: 0.0031
7104/7104 [==============================] - 5s 726us/sample - loss: 0.0031
Epoch 15/120

  64/7104 [..............................] - ETA: 5s - loss: 0.0052
 128/7104 [..............................] - ETA: 5s - loss: 0.0038
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7040/7104 [============================>.] - ETA: 0s - loss: 0.0030
7104/7104 [==============================] - 5s 735us/sample - loss: 0.0030
Epoch 16/120

  64/7104 [..............................] - ETA: 5s - loss: 0.0039
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7104/7104 [==============================] - 5s 725us/sample - loss: 0.0029
Epoch 17/120

  64/7104 [..............................] - ETA: 5s - loss: 0.0023
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7104/7104 [==============================] - 5s 731us/sample - loss: 0.0029
Epoch 18/120

  64/7104 [..............................] - ETA: 5s - loss: 0.0038
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7104/7104 [==============================] - 5s 718us/sample - loss: 0.0029
Epoch 19/120

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7104/7104 [==============================] - 5s 719us/sample - loss: 0.0028
Epoch 20/120

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7104/7104 [==============================] - 5s 720us/sample - loss: 0.0028
Epoch 21/120

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7104/7104 [==============================] - 5s 718us/sample - loss: 0.0027
Epoch 22/120

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7104/7104 [==============================] - 5s 719us/sample - loss: 0.0027
Epoch 23/120

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7104/7104 [==============================] - 5s 767us/sample - loss: 0.0027
Epoch 24/120

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7104/7104 [==============================] - 6s 799us/sample - loss: 0.0027
Epoch 25/120

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7104/7104 [==============================] - 5s 734us/sample - loss: 0.0027
Epoch 26/120

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7104/7104 [==============================] - 5s 732us/sample - loss: 0.0027
Epoch 27/120

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7104/7104 [==============================] - 5s 724us/sample - loss: 0.0027
Epoch 28/120

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7104/7104 [==============================] - 5s 718us/sample - loss: 0.0026
Epoch 29/120

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7104/7104 [==============================] - 5s 718us/sample - loss: 0.0027
Epoch 30/120

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7104/7104 [==============================] - 5s 718us/sample - loss: 0.0027
Epoch 31/120

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7104/7104 [==============================] - 5s 723us/sample - loss: 0.0026
Epoch 32/120

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7104/7104 [==============================] - 5s 725us/sample - loss: 0.0026
Epoch 33/120

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7104/7104 [==============================] - 5s 718us/sample - loss: 0.0027
Epoch 34/120

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Epoch 35/120

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Epoch 36/120

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Epoch 37/120

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7104/7104 [==============================] - 5s 718us/sample - loss: 0.0026
Epoch 38/120

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Epoch 39/120

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Epoch 40/120

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7104/7104 [==============================] - 5s 718us/sample - loss: 0.0026
Epoch 41/120

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7104/7104 [==============================] - 5s 718us/sample - loss: 0.0026
Epoch 42/120

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7104/7104 [==============================] - 5s 726us/sample - loss: 0.0026
Epoch 43/120

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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0027
Epoch 44/120

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7104/7104 [==============================] - 5s 746us/sample - loss: 0.0026
Epoch 45/120

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Epoch 46/120

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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0026
Epoch 47/120

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7104/7104 [==============================] - 5s 742us/sample - loss: 0.0026
Epoch 48/120

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7104/7104 [==============================] - 5s 749us/sample - loss: 0.0026
Epoch 49/120

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7104/7104 [==============================] - 5s 755us/sample - loss: 0.0026
Epoch 50/120

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7104/7104 [==============================] - 5s 745us/sample - loss: 0.0026
Epoch 51/120

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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0026
Epoch 52/120

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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0026
Epoch 53/120

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7104/7104 [==============================] - 5s 747us/sample - loss: 0.0026
Epoch 54/120

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7104/7104 [==============================] - 5s 746us/sample - loss: 0.0026
Epoch 55/120

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7104/7104 [==============================] - 5s 745us/sample - loss: 0.0026
Epoch 56/120

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7104/7104 [==============================] - 5s 743us/sample - loss: 0.0026
Epoch 57/120

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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0026
Epoch 58/120

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7104/7104 [==============================] - 5s 748us/sample - loss: 0.0025
Epoch 59/120

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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0026
Epoch 60/120

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7104/7104 [==============================] - 5s 743us/sample - loss: 0.0026
Epoch 61/120

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7104/7104 [==============================] - 5s 745us/sample - loss: 0.0025
Epoch 62/120

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7104/7104 [==============================] - 5s 746us/sample - loss: 0.0025
Epoch 63/120

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7104/7104 [==============================] - 5s 747us/sample - loss: 0.0025
Epoch 64/120

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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0025
Epoch 65/120

  64/7104 [..............................] - ETA: 5s - loss: 0.0015
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7104/7104 [==============================] - 5s 742us/sample - loss: 0.0025
Epoch 66/120

  64/7104 [..............................] - ETA: 5s - loss: 0.0012
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7104/7104 [==============================] - 5s 750us/sample - loss: 0.0026
Epoch 67/120

  64/7104 [..............................] - ETA: 5s - loss: 0.0038
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7104/7104 [==============================] - 5s 743us/sample - loss: 0.0026
Epoch 68/120

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7104/7104 [==============================] - 5s 745us/sample - loss: 0.0025
Epoch 69/120

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7104/7104 [==============================] - 5s 745us/sample - loss: 0.0025
Epoch 70/120

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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0025
Epoch 71/120

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7104/7104 [==============================] - 5s 745us/sample - loss: 0.0025
Epoch 72/120

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7104/7104 [==============================] - 5s 742us/sample - loss: 0.0024
Epoch 73/120

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7104/7104 [==============================] - 5s 743us/sample - loss: 0.0025
Epoch 74/120

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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0025
Epoch 75/120

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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0024
Epoch 76/120

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7104/7104 [==============================] - 5s 743us/sample - loss: 0.0024
Epoch 77/120

  64/7104 [..............................] - ETA: 5s - loss: 0.0019
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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0024
Epoch 78/120

  64/7104 [..............................] - ETA: 5s - loss: 0.0032
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7104/7104 [==============================] - 5s 742us/sample - loss: 0.0024
Epoch 79/120

  64/7104 [..............................] - ETA: 5s - loss: 0.0013
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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0024
Epoch 80/120

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7104/7104 [==============================] - 5s 745us/sample - loss: 0.0024
Epoch 81/120

  64/7104 [..............................] - ETA: 5s - loss: 0.0034
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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0024
Epoch 82/120

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7104/7104 [==============================] - 6s 802us/sample - loss: 0.0024
Epoch 83/120

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7104/7104 [==============================] - 6s 857us/sample - loss: 0.0024
Epoch 84/120

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7104/7104 [==============================] - 5s 749us/sample - loss: 0.0024
Epoch 85/120

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7104/7104 [==============================] - 5s 743us/sample - loss: 0.0023
Epoch 86/120

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7104/7104 [==============================] - 5s 756us/sample - loss: 0.0024
Epoch 87/120

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7104/7104 [==============================] - 5s 742us/sample - loss: 0.0023
Epoch 88/120

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6976/7104 [============================>.] - ETA: 0s - loss: 0.0023
7104/7104 [==============================] - 5s 746us/sample - loss: 0.0023
Epoch 89/120

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7104/7104 [==============================] - 5s 743us/sample - loss: 0.0024
Epoch 90/120

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7104/7104 [==============================] - 5s 745us/sample - loss: 0.0023
Epoch 91/120

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7104/7104 [==============================] - 5s 747us/sample - loss: 0.0023
Epoch 92/120

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7104/7104 [==============================] - 5s 760us/sample - loss: 0.0023
Epoch 93/120

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7104/7104 [==============================] - 5s 750us/sample - loss: 0.0023
Epoch 94/120

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7104/7104 [==============================] - 5s 747us/sample - loss: 0.0023
Epoch 95/120

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7104/7104 [==============================] - 5s 746us/sample - loss: 0.0023
Epoch 96/120

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7104/7104 [==============================] - 5s 745us/sample - loss: 0.0023
Epoch 97/120

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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0023
Epoch 98/120

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7104/7104 [==============================] - 5s 745us/sample - loss: 0.0023
Epoch 99/120

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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0023
Epoch 100/120

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7104/7104 [==============================] - 5s 743us/sample - loss: 0.0023
Epoch 101/120

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7104/7104 [==============================] - 5s 749us/sample - loss: 0.0023
Epoch 102/120

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7104/7104 [==============================] - 5s 745us/sample - loss: 0.0024
Epoch 103/120

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7104/7104 [==============================] - 5s 745us/sample - loss: 0.0024
Epoch 104/120

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7104/7104 [==============================] - 5s 746us/sample - loss: 0.0023
Epoch 105/120

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7104/7104 [==============================] - 5s 746us/sample - loss: 0.0023
Epoch 106/120

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7104/7104 [==============================] - 5s 746us/sample - loss: 0.0023
Epoch 107/120

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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0024
Epoch 108/120

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7104/7104 [==============================] - 5s 743us/sample - loss: 0.0024
Epoch 109/120

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7104/7104 [==============================] - 5s 745us/sample - loss: 0.0023
Epoch 110/120

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7104/7104 [==============================] - 5s 747us/sample - loss: 0.0023
Epoch 111/120

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7104/7104 [==============================] - 5s 747us/sample - loss: 0.0023
Epoch 112/120

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7104/7104 [==============================] - 5s 748us/sample - loss: 0.0023
Epoch 113/120

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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0023
Epoch 114/120

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7104/7104 [==============================] - 5s 747us/sample - loss: 0.0023
Epoch 115/120

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7104/7104 [==============================] - 5s 742us/sample - loss: 0.0023
Epoch 116/120

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7104/7104 [==============================] - 5s 745us/sample - loss: 0.0023
Epoch 117/120

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7104/7104 [==============================] - 5s 742us/sample - loss: 0.0023
Epoch 118/120

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7104/7104 [==============================] - 5s 757us/sample - loss: 0.0023
Epoch 119/120

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7104/7104 [==============================] - 5s 744us/sample - loss: 0.0023
Epoch 120/120

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7104/7104 [==============================] - 5s 746us/sample - loss: 0.0023

test_X <- past[test_start:test_end,,]
test_X <- array(test_X,c(dim(test_X)[1], dim(test_X)[2], 1))

test_y <- future[test_start:test_end,,]
test_y <- array(test_y,c(dim(test_y)[1], dim(test_y)[2], 1))

pred <- predict(model, past, batch_size = 64)
model %>%
  evaluate(batch_size = 64,test_X, test_y, verbose = 0)

       loss 
0.002480432 

simple_pred <- predict(simple_model, past, batch_size = 64)
model %>%
  evaluate(batch_size = 64, test_X, test_y, verbose = 0)

       loss 
0.002473994 

print(paste('R-Squared for all test data:', R2(future[test_start:test_end,,], pred[test_start:test_end,,] )) )
for (i in 1:32){
  print(paste('At',i,'R-Squared:',R2(future[test_start:test_end,i,], pred[test_start:test_end,i,])))
}

print(paste('R-Squared for all test data:', R2(future[test_start:test_end,,], pred[test_start:test_end,,] )) )

[1] "R-Squared for all test data: 53.2509224925047"

for (i in 1:32){
  print(paste('At',i,'R-Squared:',R2(future[test_start:test_end,i,], pred[test_start:test_end,i,])))
}

[1] "At 1 R-Squared: 77.0718441637736"
[1] "At 2 R-Squared: 81.8754775812517"
[1] "At 3 R-Squared: 76.7340297916584"
[1] "At 4 R-Squared: 75.9327769188231"
[1] "At 5 R-Squared: 73.3593017649149"
[1] "At 6 R-Squared: 70.8729957238249"
[1] "At 7 R-Squared: 69.5693814156086"
[1] "At 8 R-Squared: 68.3907179098234"
[1] "At 9 R-Squared: 67.4589863639931"
[1] "At 10 R-Squared: 66.7528814150788"
[1] "At 11 R-Squared: 65.5512471847669"
[1] "At 12 R-Squared: 64.4148675877354"
[1] "At 13 R-Squared: 62.9283465202567"
[1] "At 14 R-Squared: 61.2131488552909"
[1] "At 15 R-Squared: 59.3907592425471"
[1] "At 16 R-Squared: 57.5402390702841"
[1] "At 17 R-Squared: 55.1498057222002"
[1] "At 18 R-Squared: 52.5296167918254"
[1] "At 19 R-Squared: 49.8706993316477"
[1] "At 20 R-Squared: 47.2984849934942"
[1] "At 21 R-Squared: 44.6035866827297"
[1] "At 22 R-Squared: 42.0550263123601"
[1] "At 23 R-Squared: 39.5051994991228"
[1] "At 24 R-Squared: 37.1292070846494"
[1] "At 25 R-Squared: 34.8614782517448"
[1] "At 26 R-Squared: 32.5026439833385"
[1] "At 27 R-Squared: 30.1206938469447"
[1] "At 28 R-Squared: 27.8971968902516"
[1] "At 29 R-Squared: 26.3026139562528"
[1] "At 30 R-Squared: 24.8349949012568"
[1] "At 31 R-Squared: 23.6823763306697"
[1] "At 32 R-Squared: 22.6594726734862"

print(paste('R-Squared for all test data:', R2(future[test_start:test_end,,], simple_pred[test_start:test_end,,] )) )

[1] "R-Squared for all test data: 60.2798484377419"

for (i in 1:32){
  print(paste('At',i,'R-Squared:',R2(future[test_start:test_end,i,], simple_pred[test_start:test_end,i,])))
}

[1] "At 1 R-Squared: 88.7956074219472"
[1] "At 2 R-Squared: 85.5004957317099"
[1] "At 3 R-Squared: 85.829465825367"
[1] "At 4 R-Squared: 83.1005492423712"
[1] "At 5 R-Squared: 79.6678835693747"
[1] "At 6 R-Squared: 76.413286251924"
[1] "At 7 R-Squared: 73.3804802443093"
[1] "At 8 R-Squared: 70.6087755606968"
[1] "At 9 R-Squared: 68.0788510018791"
[1] "At 10 R-Squared: 65.6610553725049"
[1] "At 11 R-Squared: 63.1215925625802"
[1] "At 12 R-Squared: 61.0351130915006"
[1] "At 13 R-Squared: 59.5899528618817"
[1] "At 14 R-Squared: 58.5409954560953"
[1] "At 15 R-Squared: 57.8791558223079"
[1] "At 16 R-Squared: 57.5332801488784"
[1] "At 17 R-Squared: 57.1471122791797"
[1] "At 18 R-Squared: 56.6712509323515"
[1] "At 19 R-Squared: 56.172005723235"
[1] "At 20 R-Squared: 55.698017180914"
[1] "At 21 R-Squared: 54.9667445372361"
[1] "At 22 R-Squared: 54.1043770123924"
[1] "At 23 R-Squared: 53.0079906767728"
[1] "At 24 R-Squared: 51.6722201183502"
[1] "At 25 R-Squared: 50.1350601771599"
[1] "At 26 R-Squared: 48.1892766416606"
[1] "At 27 R-Squared: 46.0456175291295"
[1] "At 28 R-Squared: 43.7483871510087"
[1] "At 29 R-Squared: 41.6556231040546"
[1] "At 30 R-Squared: 39.6515346496068"
[1] "At 31 R-Squared: 37.7775930231521"
[1] "At 32 R-Squared: 35.9255196350802"

tensorplot <- function(y, yhat, xStart = 1, xEnd = NA,x = NA, ySlice = NA, actual = 1){
  timesteps <- dim(y)[2]
  if (all(is.na(xEnd) ) ){
    len <- dim(y)[1]
    xEnd <- dim(y)[1] + dim(y)[2] -1
  }
  else{
    len <- xEnd
    xEnd <- xEnd + dim(y)[2] -1
  }
  if (all(is.na(x) ) ){
    x = xStart:xEnd
    print(length(x))
  }
  if (all(is.na(ySlice) ) ){
    ySlice = 1:dim(y)[2]
  }
  plot(range(x), range(yhat[,ySlice,1] ), type = 'n')
  increment <- 360 / length(ySlice)
  hue <- 0
  for (i in ySlice){
    ends <- timesteps - i
    col <- hcl(h = hue, c = 50, l = 85, alpha = 0.15)
    print(length((xStart + ends):(len + ends)))
    print(length(unlist(yhat[xStart:len,i,1])))
    points((xStart + i):(len + i), unlist(yhat[xStart:len,i,1]), col = col, pch = 19, cex = 1.2)
    hue = hue + increment
  }
  i <- 1
  ends <- timesteps - i
  col <- 'black'
  lines((xStart + i):(len + i), unlist(y[xStart:len,i,1]), col = col)
}

tensorplot(future, pred, xStart = test_start, ySlice = c(2) )

[1] 927
[1] 896
[1] 896

Performance

Model performs better without validation data